{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<img src=\"https://img.kaikeba.com/web/hcTech/img_logo.png\" alt=\"图片替换文本\" width=\"500\" height=\"150\" align=\"bottom\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lesson-01 Assignment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "   各位同学大家好，欢迎各位开始学习我们的人工智能课程。这门课程假设大家不具备机器学习和人工智能的知识，但是希望大家具备初级的Python编程能力。根据往期同学的实际反馈，我们课程的完结之后 能力能够超过80%的计算机人工智能/深度学习方向的硕士生的能力。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 本次作业的内容"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Recode all examples;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Please answer some questions about our course. We do appreciate your help."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "   2.1  What do you want to get in this course? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Answer:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.2 What problems do you want to solve? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Answer: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " 2.3 What advantages do you have to accomplish your goal?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Answer:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " 2.4 What disadvantages you need to overcome to accomplish your goal?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Answer:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.5 How will you plan to study in this course? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Answer:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "邮箱地址：ymzhang@kaikeba.com  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 如何提交\n",
    "提交github地址 或者 提交压缩包到学习平台"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.  理论题\n",
    "- 4.1 图像有几个通道，通道分别是什么颜色？ \n",
    "- 4.2 图像由 cv2.imread 读取，通道按什么顺序？\n",
    "- 4.3 阐述卷积可以干什么？以及图像卷积的过程？（可以图示）\n",
    "- 4.4 numpy中的np.vstack和np.hstack的区别？（可以代码展示）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid character in identifier (<ipython-input-35-e5d25995fd1b>, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-35-e5d25995fd1b>\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m    4.1 图像有几个通道，通道分别是什么颜色？\u001b[0m\n\u001b[1;37m                         ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid character in identifier\n"
     ]
    }
   ],
   "source": [
    "### 答：\n",
    "4.1 图像有几个通道，通道分别是什么颜色？ \n",
    "    3个 red green blue\n",
    "4.2 图像由 cv2.imread 读取，通道按什么顺序？\n",
    "    b g r\n",
    "    可以图片的去噪、模糊图片、图像锐化等 \n",
    "图像卷积 是对于多个卷积核，每个卷积核同时去处理每个维度，通过相乘再结果相加，并加上偏执，步长则为模糊程度 \n",
    "    图示如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fW7O+/uo72Hfvj5cERYbT+sIJ09d8HKuDYhpZsryRjUZt0qFMyITgjRffTGNDA7k+fbFOxEBhWYF02brVVv+TWG9sftXw3jNgwADSNAVK9rJSWVkb3HDoUJ566qlOtSjnHOeffz6QaV7e+3Z28PKxvn37dtmXGCMDBgxoc7+vAFWtkD6U+7siRIRvfetbfOtb36o4TNZkyVtQ2KK+6zqKZmqEQOaDEXr3yhwFsWqqgoLkPSed9H+g4PCYq+6T57wBxsfn9+bQfr3b/bY78dADRQ4/ciWDKqHSBYHED+aaDSBWdVnMgevH7fc8VRp7bSPesBFb88QTb7dzjBxcDzssgJ+PWoNBrCZyeSGX79VpuaEc870jS98U30kw5dCxG3Z/5/6LsF5qfj3oiK9Pgbe2f+/P++Jg5bWw8npriuuvbl2j3+22CMZ2s4PiOx/qvrZ+t6Q9oUQPVh/rlfAzKBtj2iFbJlrpzS9Vx1az/epQk5X2YxXbfA9CkQx4eOlq/KDkGOikiE4HJyWPIW3eQxE4rNa5uymbINRWltufqsaxshVsdXogK7lU524GD63OPHeCa+bBYVPbvt+5Rdv/rdMby0om6/98aNt/C9abOD81iEsX0SqRPPl2ZaJKiiPnIhEhmpHHE2vc+cW6OpJCE45cx8IIrT7g+g2hjkCd8zWFaGaWdkQMX+PxiiggeCWr4zq+o9QMFSGJCn7V3mGdzdWA56rS11aC5pYWGpsL5LzHrTCPpc7TlAb61ne0qBiRaAaSJ7EAYsSY8GxBuGax59ZNS2YIjPreSi5XTyId4/xWRFfXf8dtl/D3lwd2OaZgga2GL2PqrKzeZ18TfriJsceATAZL6XrQxQsxtYDgcZI51jpCMRU2eN6t8lyviJ1fgTdasv/38fDydpn2Mqg01aZGcJHEOqqsRRPyRQg5yHVxu0QDcYZERVxt1VdFce8Tvaknzo/MS3Xf4KGMunISuPaCy6FYFN4+8SQKEtn1yqsyl790VBsaGpt5+9KJbHf2jzqUqTnm/O5Bxj14PzZjJiFArsZzYOJJRw0nP622BTy1QH7IxujChYizctxHBySjRjLr7RmkNVSOcpzfmDFjav62GqNXzSQGwOnfe42xW21M4rWm9nfiCc8Qo+eqa3bs2CcEguP/zn2JBQuamfSzXcBnXso/f3w4t98xD4DGpshGG0YOP2R0TbPaikHOXUFXJZ22JCzeeiub5+ebYPhC4a2F2b0xYBD06SvMntm58Bs1xrNgntHUVFtgmDlGj8l+r6zekuvJZbDfG23fZ+4AA2qcpuiUd2xOZvNdoSxKIJ/0JrrWLrW/oW4jFto74KjpCFExRjNyNXr/34v1Rvg5hGiwwX77QzFl8uTJHH/88ZW4OHxCHP9tEMfwffZhYeNSzr/iCi494wyq7fT/uucerL6eTfbahwnnn8ek08+gbXFkNP37dXKZTw18jtMvvYQLT5pANK1ocFvu3g9YAnQRU0JYSTnAUmDASupkwmHnXWpoqsAPZ8JL266kiSpEhAO+OIxCKngBJHLO/32XM866hBwQ1IDIZ/bYFO+LXHXVRXz7xLNw4ojB8Amc/eMXiCj77D2Mc8/9Ad//0UX8ySK253A2EGgtBF58fg4max/ukq6CPbGsOBeLjXxh3x3Z8Z43Kpc0lgSAw0h8SgyOW351BUd842ScBWJpBeDMEbDMF+QVsyyk56abruDYI06m6AQn8NBWsOsr8MxKvOoAh78J95dk+4fy8MbHVjIOHCZZjydf/kuOOPmwqjtTMWnFRAlqXHvu1fQb0JtPfn4PRm65GeLL4ywtkMW4cdKN9KE3B5/UlhWUBXK9P7S+lWG9EX7VuOKKKzjhhBOIMVZSysoavmoWAfjRT+/BrFdeRgpFalmFJA1c/sOzIISahqEQUkQFX4p1i0hFiZny5DIYNQKb/jYz3nmXURttzM333cORB3wZzeJIsSGDYdFiiEJMjAVz3mXopsNISmluZoaNGcPMaW8R1PDe88477zBs2LBKKhzQTvOrpSX97F04b/hqTJ4Z3oOLEERBHT8661IAXNVbQrxx5pkncdGF14DLPMPWrhnD4Tn7nItJozHIG59fCA91MwnoKml+JdQnfdl6u3Gc0b+2vdEc/ODMb3LeudfjBDRITc00Roep4hFUtJ3ivms/eL2l637MKcI2/2zzNC/YkZWy27Trpybsvucu9LIcrTVWL71Dnm+f9U3+9qfn2XLLzWmJRXyNcRx06EGcf9p5HMyqpUQCDHgFGraBt+bAmKpImwFvwouDYPs3s+8NY+GtQTBmMTAIxi+GK6uu/R+Avcr/fxP2Gpu10TC2qk7peDWubIEzX1m1vn4wRPhqojoP1q1gT/MCeMME8i2BNNZ+eiTns9iOTuxAuVyOJEkwJ0S0ZlCEOEFNIZ9gUUHAVYd8mEHO432OXz38e3wnYTflJa6ZkcvlOoypM/xlGezWb5WqVp8NjVBMl/Pis0/zz5f+hgCaRYZXkCQOI6JOIO1YLpZlRKQxZmUR5q2DcJcYV92m7fLw1ucO40OdxBxqzCESkZwhxE5tYi/942+8+NJfaWhciChZVHgV6gQWdqKRnj0ri7eMBtePyWyxqyP4IDPxjN5yLCcffWrN8tZcEa95dtp1O154/gWSTlSgIQMHc8KEE1bv5C2ZDXn7Odnf8SVP9Iu9gEHZeFa0eQ54Dn7xZvb3ylfgM3NgaukFcWULHLS41M7ikme7JTv+u7V8Ua6Xwu/UU0/lpJNOAqjExZVhgDPh7b88xa8fvK/ThKSgxqHfOZHf/rF2rmxZmP324YcIZBplhzpmbDpsGP/7nRM54qtfw5xrFxhrakgaOfCbx/PsP1+i0InwMzMuu+wypk6dSghhlT3EX3wDfr/VKlVdAYJ3fdhxx0/w8e124cQTj+T0044hWHWQM/zkgqu56mc/xjwkidFOJrvMzvqdE47kjO8fR0B5Zgh8dtHKz775Zosrn5UhrEYYTdPSJubuuDfWicDUELjwgqs55cQjcYlDcsWa9bb/2G6M22F3Nug3lHvuvZW4Qiee+Ch88l9t3wsGm5f2Q7n8HVhaEhAHDV71vrfrpwVOOfQ7nH3duTXLTY3Lz5nEj75zDtuO2zbjX6yB4w75Jn/8w6Orde6GnWCH0t/ze8GVXTh3LlucCbrDe2X1X9wExm8Dj68Qm10Wlr8Z1Pb/8b3aa4od+rDJyp146+Wy13vPtddeWwkaVm3TzLIUNeiVT/jinnviOxEkCcIvrvhZyRPYHlkqHWhUXnroYZKoNbUxEcGlRW6ZeGkm9CxjPvFlWewEnOfOn10JuVL2R41oYOccp5xySruUuVURgHuszFy4EkTLxnDllTdltqIq9g+RLIPj/33rh5hlxA2u6nYzVZwTrrr6JjCHWeYjXbIKcnt1HB5TZq66epD07guFzCFVCyYCVsfPr7qF1uZAroZHuxrBjPvve4GQOqqVxK17wdyS3LxjERz/Vvb/330Ydu+/yt3tHAIX33EZ3jy1TDaJ84w/6zvUiafVWvAuV7PeL355PYti42qduhxzWP47vgX+0AvGAg+9CeOrlqn7tcCVmwCDSvUHQUMXbe81tm05XV4CVy+Xxz8HvwDOLPdlTtd9XW80v1YzEMOXTCBle5+I4HMJOQfF7InNPF3e069PPbm8z+w65Y+Bc4J48L7ERlwq0yRLcJcISOYQyCM476HkgcuSxjMBi0YSn5Ajs/OJghcBUURK2cZZrAWEiEStasPAYsX4XNZeKw6cqmO18MhSuHfL1Z9HyczqWE5JEo9PHOIc5lzmuXVZPrSqQJLgcg5xGUWXdyAmmGRkAZKLREvafuvhgSEQNYJFsolcO6xKuKaVjHJnLhfO7EPmXS9NtFjpwpjgxGMIIRWczxFTX6mHGcQs77d8zDkB8/hEMA3tQkxzkj3wx7/VthRcW8EnZjjN5t+LA2dt94sKzineFBVDckoxSXFJgnmrGobixEhIWJprwdcnbWWAWK7LF2vDTm0aWsNOQEub7e6eFZJOxpY0vCtb4HCyurVQHcRdsSO2tC+vrtOj+a2AXiW/nYqy4upRY8RrpI95CkQspNmNW2OpCpG64Dopcxl/hjNMDTPB1QhDKWLkJQslqBUuYioZU4opiflOHuBMcEe1jEJpxTY6SZcr47CpML9jNMpKIRhNZiSpoDVenaYRcbUdDSKKBYeQw+OJRYeJorGtoWHAZcUcOzshmsO9Bzn05Uv5xyJctIIAMhOiRMB1GfFsTktR27X5nqR0pb8+Bf5QCnR+eptMC+w2iBKliNSIHlUXUK0ndj0MpOS1dhJqUktEK5ReXp2jnROipJWN2QQep/3xMaW/4wF2giurisf3avs7voYQayh5y68c1H5pXW5jxaVzLaw3Qc6Y8eRBB+HFSpwVGXVROerdS6Zlmbjs7efAkyNqRKsE1CaHH8rMX/8CFxxKpvSV47bEQJ2x6+134SRFSUoUSZJ5cUt3jKkSJaMYUst+X23UVrLVbSJlTamNXbAs54zs5dcbqRChtg21tuZXnqs3W+GoN+EvH12dmc5www3TePSR+agWMMkjKCYKllTOrTi8FBDyIFpZDisRh9F3QD1NS0MplEWoy+UopoXKLD9y2i7c17qA3T85BNfJGDr7viYwS9lieCPz7x7E0tKDJEZpXIKK4MioulCXsdSIokGQEvGBYKTRcB68ZUK9QqkCDPk7BIMjN4RJI7NzXDsPvrnRWnW9/TiCghfEhGiZWYHK/aKll61ClGzlUF7em7VbA0YUFwVziiDt2GjKC5E1Jc94r9ET5Exmy3vnrnvYZfZbxJgRkPryUtEMc46XRowhlcjXp89AnZHU1RPTIq5Ky/vH7XfQ/OxL7PXU3whpinlPLkQEIXWR1y+fhDkjzpiOaIIYxHyCiwEraUNBHDJyOEx/G7wjLw4rkxZIpvHJ0I3QhQuAHNEpzhkuZlkCkD1svUaPZuq0t3CW2TFFhDRNcc5VBGCtIOcD/g2Pbb1m8/jKP5dy/hU7k28GyxnmIqauEsgzdsRvCA5mTTsQFSPxQlpKlRFVUhV22/V+lsxrZsrbX8d5wTsIFrGY3Y4/Why581341Jp1cbWhpVi9fevgrWnZvDmJxJLmPmADYUBfx4w5hkXFogOvaIwkSZblMmqUsmihZ/lyQyQQLdP1frbcc3ML1Au8sh0Mq2s770Vzulf4qXPMkOmgGfVWEj2aZOOJFknEg4VsdaJ5TFKcS9BoFXq2oboh82we0Udymul+1TbQlMAWMrbW6d93WG9sfpiRd6DRMe+dd9GotLS0EEKENOBjQC0CilmBvz/7d3bY87NIMUBrsfLJURKWy5u54857uPDCC6GQQgwQAk4DkYjGTB+MImy67ceQ0o0kZLYZj8OZMnP+fCimVWWSLctNQAWfKjvvtTdpMFyoMMdRZpkTyZa/d9xxBwcffHBFCHaFWQXYqHbM88qnESXfKjSkTTzxp8dYOH8JhWZHmkbSNBKdIGoUWiMTLz+b1uVUykKAxEW81GFk2u1jj/yBL3xxN2LRV+p9t0755cZDsZqmhXUD6yOc3TebfzFh3312gtCMBI8TB+LIe8/iBXPpVZ/SO+eoI6nU95I5pJzBvvvsxF6LHTss9NQJvDgY/jYIhuXbj2dxNxM6ODHElF7OYyLUS2+UiBLxCD46MnNJjonn/pTFc5dSaCqAj5V6TkBcxKMc+tkjOf/Un1TKlJg5pz4g+cHrjfATEYpqRIFbb7mZvHfU5/PkE080RcVnSzgTnK/jy8cfx99uvwMNgdK9X6JVN4JAirL7nnugdXWIFzRmb0rMkZARkjrAqXH/NdcRqoxgmVPDMIxNNhyM9u3drq855/Fk6WPmjJf+8Ah14rDqgCwrEVdaRln/ta99jZ/+9KeVmL+ucPoq2EM6Q5ZTDMWmFnbbfU8euPc26uoo2Zk8ptkcWiKc+O0f4uusUqYmKJ4Yi6h4vBMu/Mn3uPbq3xJirNTzJuTMVs1b0Q1wYrTsXU9dAj6v5HLwwAPPkWouWxuVrf0F45JLz6IYcrQUBckrVW8jVODBovDOrS+iBk8NgW/2pq1OjfGEbpQjsXSOonoO3e3rLLemCgtzlBKjs2RaYAVW3hIAACAASURBVJ++/Rm66WCef+Y5TKVSj5IzyuG587HbOWvij9pYnhFyPUzO739U08BXa0qOzHaSF6jrW4frJAI0VeXuu+/ijG+fgJoRV5hJ7xwq8PJbb/GRcdtjtcgHxJETB8XOqEeELPTeZzdwF2/ccnDzygTffYvhB2sh/CDBJCLeg2YUDDW75QxxScWTuiKiZdqxkNCrdx6/wvyc/dZK4hS6GU2H9EIsYhFCyPqeS+raZ6WUeAydKS4RrGo3or1eh61nCC0GLw2BPw6EXiuREecNhwlvd/9YvFdu//Md7L/jl2qXR+H4U/4fzqBFFV/LcwUkTtpR9X/QsF4Kv1NPPZVvfOMbNcuiZdrh2888RygGsNrCpJdL+MMTf+aAo47EAbkVYsM0RsTg++efyxHfOZEkdGwnqjL/nfnse/ihnfZVYuQLh/8vXzri8C5p0H/zm9+wySabrDS746S3uyxeOUTxeAb0H8w1113E0d84qbaGFiM33TiJb3xjn9rtmGLO+P0Dz9Ov38CM7aUKG8TINfPWsq+riRAdqhnbzlHH7M0J47/WzhsfLXDhOddzxNFfyEKdRJgSYPuFWcbGy8ONr9bDkcfszYknHdQp7VcZRw+FXy7s/nGkBI7+4lHc++L9NctdLuE3N9/GhGO+x2f2/CTqavdz8dKlvPjUi93fwf8SrDcOj2qICDfffHNNLckhJJotZ3KS1OT/g+zGf/imm9sOrFjPCRKtfZ0ObTg2HjKEhyd3XgcHD95cKu8k1c7M+MpXvlIZT6dBzgJL19bOZNmiJyp86/gfEqDmvjwidRx19ASOOnpCJw0lGZuKGDFS2TqxGqfPEr7djQSgnWFKK/gligwpJ/c7brrxYaB9RJO5BKmDm256iPOWwN2tcGl/eHEIjBkFc+ZnyRK1flsLfXx7pujuxOSHJ9MZr6JK4OBjD+LgYw/qso36DerZZrfVYL14n2G91PzWVyzfv54fbfqf7sWqo7fLdpNb15g8T+j1UGHlFYEGhV0XwbQILwyBT9egNFwd1Pc8gf8xrDean6mRiPD32+/ooGMoHiQym2zLxT/fc2cWqlBjNbfknXeZs6yFx397T41zCO+88TqzH76f1nfeIS+5mqZhMyH+e2P8vHdqsv+mZiT9++MalqOJQ7SjuiYmhKlTWDxvPrELwoMpU6ZUvi8/aG+2evlhHvrnmkuUGbP+zS2/WUzOakfLOmZiotx9z+MdC8Uwc6RhJokUuOfOJzDp6DtMm43ho8dw1qbGle8Kp6xj7e+uRVD3ZAE5sWPEcXn/taiOPRZBg8Hk/vDxFTLCVBRPBO24+x5kcYPRNMu8qMKXu5HFRkxRE0S0g1NCMDzlPXk7N0ZmbDuCiqcSm1WFWHLufBB8HutNkLNqFibS3NrSIXAWywKd8/V1uBCxEPEKViO9oKU+R31aQFb0cJC1IU7RfD1SbMHM18xQCAD1deRaCh15SksPiebz+DTFq8Nq7BJmZkh9LwqtrZ1almKM9OnTp/J9g78LS3dcu+ttGBJdFghbw4kjBIK5Dg85AKpEF/Hm0Cj4RAn4DvkI5cdTTRj8vLRLU1oXQc4DnoMNv7q4wuTcrssGA/8uHDAIbhnb+dzFKCVKr44bmlfaisKKRDBzixlXX3fIErNI+71W2yBkeeNignWlbVrGMm4EkI66kWkp9fJ9Ivx6gpyBQMCZY8GchUTaL3EcWRrVxiOGY0sacI0NmIW2CPgq5EePQWbPrLD/ViM1w1uC33wUce4cEpWabLgm4EaNIc6dhetwJxrRjNyQjdCFizIhU1PDMuKoEcyaM6cT7TJ7y48dmwWkPtsEdc+l2Li1u+SSnTzT4mqYIFWURLOMlg59ckoSkozmygVQl+1xu+I5vJFCKTWwm3cR6hLtO/2pV+GVZmjYKUL0Hcqr4XzMdner0U5bnY4q07A8/Klh7UkmsrOWZrKGVq4ILkLRGfmu8/RQyVYNtWpJKWzGfwAsZuuN8Mu7HKqK+sCvfvlrjjzyyOy7ZslrwYx8kqBJxri77xHHcPYpE9hx+4+3e/y8c+DqwQuTf/tbpkyZwkXf/z6hpZV8Lsmi5xFc4jHLccbES7jwpFMoCpUdL3LiMgHichTSIpKvo65q6VpHWbYqJp5iLOLr6/GpZrT2lDQ/nyfnBBPHggUL+Ne//sXuu+8OtPEUlv9+eQoMuLiJLX+yLme5+9F3v3o2/+qa7cC2qtitnzEVCGnAHAx5IWHXhf/isX0+CjHyyB0/Yc+vn4YLQuqyOLikNK+qlPbNcCgBNIeXzPHxrTNu5dLDRtDvw7swuznhtfu/y+cPu7TD+c+b0z3CT81hAcgFCAlOjD9ctAefPvku8r0GgYe8Bcp3osVY2sg8wUizaAIRUkm58+mF7DPnBgZ+9Ue8MXUmm772Uzb40s/B1cocfn9ipcJPRCYDXwTmm9lHS8cGAXcAI4G3gYPMbIlk+v4kYF+gGTjSzP7rfOXz5s3DzAghkCRJO6+vaJbq9sK//80W225byd9dES0h5agDvsy5V12JWBY+0A4xIJLLAprzCfk0sqKOE8VI6nP4XB5aOj7gzmfBps7nmfB/53Dp2ecgNTy+IsKQIUPYYostKuNZ0ZzRovDujLU3MEU1tv2f/fnnn+9lv90O5tTvHsRnv7I/zY+fRv6zl7L833fTb4sDwSk75EbwUpjZxjgTshk4bthAJs9fkjVogBpRjMWvPMmQbT6FScrTD0xi5y9MQMQTf957tQk9VwdfHgQ/Bf7fDM9d7xRY8j+O+6cNwchIGv5nm82R4Cl6+IQfydM6vfLgmCviNcehGw3i5vmL8S6iOJwZV194OMv++SdwnsH9hf4DagdYPt/UTQOxyHU3Ps5zz9/JtZefC/UbstPYodT3HsALy4XrdxjONW/MqvqBYnh2SjblheLMLHMpUepijoM+sRELb8tWSFtvPoyGqUrBshfzBwWrorveDOy9wrEfAI+Z2ebAY6XvAPsAm5c+xwNXd083uxfDhw9HVTsNCXHm2H3HcbzwzDOdLrp6m/D9H/+Ygz6/NxZjRltVDREsxiwXtFiseR5vgjOHtdYmxSz/4ivHHsvEH55FiLXjVMyM2bNn8+KLL9YUfAD7rGw7kFWEE+XBe2/l6leWcdkNJ9CYbAMuR6/tv4w4wVuWCeMMfv67WxHNCA3++v1x4BQv8O1f3UGqSojKjh/qmyXhY7S2LiWIIZarZMB4gYOmrLxfa4q3WuGsWULzV3qxfWMTzwx4OsuN1UJGR4XHYrZzRWIw6cFbqDNHS1RGbrcnWEZe8b3bbydPtrzcceNsshMVWgoNqBl5FbSTYOLugorjCx95k+uvu4F5z0/FEiGRHJgwpk4Zf+0tYEqkyMwnrkK9RzAmPXArqVPmtyqTDtwqo8TCMWPetCx9Dyv9+2BhpVfDzJ6kvAtOG/YHbin9/xbggKrjt1qGZ4ANROQ9iNRaPXz1q19l5syZeO87CAoVUA93XTGJz+71OayudiyD5XN869hj6dOrN6qGrhDEHAHzjmMPPYzYqxdawzkQRYhpYM682tG8pd06uPyC85mzYH6HQOoynHMMHjyYL33pSzXHBPD9tcrqaEMqjk036M+3P96XUVt/jP2+PJrZs2ZTHPRJVNMS4aeBc4z66BYowrJWYdefPA2S0WCN3HorvMDjcwN/+/v1mIPZS1sJH/o4rnleZi8sSDmfkD91xXC5FrjincyuN237QO97Wjh+u76M2XJXFjS0sEOdQcu7qIsUE8MlARPH5lttSVGMGIRbT/kwQsb6stmHtyKI8dQcx5PP/5xUHHOWNhCGbU9aXIhIxiXUGbpFsJhQN+6bzJ49i40/uQs+CKnPUgnrvWOTLT4MwfHovxM2+fSxpTxdYfOPbEmdCr/663y+c+sfwYS0YGy8/8W0NMwFy+NTT/4Dlu2xSt5eERkJPFC17F1qZhtUlS8xs4Ei8gBwkZn9tXT8MeD7ZtbBlSsix5NphwwfPnyHGTNmdMNwuoaqMmPGjE557kaMGIEsWYItW4aUNulZ0UQdR41Gpk3Dke2bC+Udryg9CGCjRmHT/o23pLSNYLm0BHO0jB5J/fSMwlfEtQuSjqIweChu4WIUwUuJVMuq+mKGjR7NjOnTO6XaV1XGjh3L75bAfiVH5qpQv/+3Yf7dg9jwq533e028vbcthEOGwFb/gFc/lrLlZo1MnTkgc1CVaM/KJKUqhpOImgN1eBEEJUSDXGb6F4wQFBJI1GEulrym2d2RJfKlUGO/5+Pfgk/2h8OHrvYw2sGCYSKYSzNGIadtJgcUzGMSkOAQsYyElmyXOXNWorwSIgFRn+1qZ9lL2lnMTBAYXuV9EyH8Xnp7azoea1U0s+uA6yALdenmftQ6X+VvzY3ELdsBrWhKDsFMK/FQ7fI7S0ux6lgprZQFxLKHIaLgpBTl374d80KuEt/WcentLBOWEcNbe6L8cs0sokEzTsIa7mAzqzg7bpjXJvxg9YRFuW/Tp0/nvPPOQ9wxnHPuzoSCw7mIaJLJ7RKv3ZgRdxC98Pa0tuwBJ0paSMklCak5dt3ldyyYl/L2jK9kdiY1kkRY2tDA3Xf+il32/Arzp7dy8CGjSLxwyFQ46fVB7Ny3Y//WVJgfMiT7O7cIZplAenOaVJwV5ZkWgQEbwIC+nrdna5buGDzmI6ZWyUkeNTKyaFHC8uWKk0iwMn1p1o4S2XxUrmaIyJ4bwINLukH4OWGGm57F56hQJwkFyUwl0ZSceMxC5s21HFbaaF1j2/4qQ3Uj5pcorRIyYlbViBePmhEwtnAr3wv6/YA1FX7zRORDZvZOaVk7v3R8NrBZVb1Ngblr08HuQlngjR49umZ5+SH3QwZjQ4ZmS5Qad6oi6MjhuBo7d1lWgQAko8cSLaEGyTJpjDgTZPToTv1mBYNcv96IJRUPb/v+ZowgI8bUHk/1mJ5Y1mmVLjFt2jQmT57Mj3/8Y0aOHMnkyZMZP/4ltABLGxaw99478Ne/zMSiVkJ2zDlcVNK0TWRrQfjwtr148/WIzymOHGqtxKgcc9SX2P0znyOkkSOPmsBh3/gWxeUwT6ZXpn/SSNj3dfj7Osq0Ks+us5R//uM5PrTJpgwZOjIrU6mEGuVdwhuvv8xWW2+F4AiFthQ27xLUDGfC0cd8heuvuw3n+lYsZQ5fEoYdr/iBg+G4t9Z+HFLignTi+OmPfsL3L/pe1fkFFx3RZQLt8vMmctRxRyK5hH6De2OlfjkxEC3R/WbX8IKTL+AHl55BL58nWsDkg8HssqbC737gCOCi0t/7qo6PF5HbgZ2BBjN7Z6172Q0oe3fnzp2L9x7vfWUDo7KQGDZsGNLYiCxrIiWS83lUY7slaTJiBHHuu5gJjWkr9S5HgqJqJD7JvMObbUY6YwY+qQdTNFVIkkrEvHcJOnwYNn1GxhKcr8OKbbGH6iC/wWDC4kU4yREoIrk8PoBq1ucUIxk5gumzZpITR6FQqOxJAlQYXkaOHLnKc1TNcHPUUUdx+eWXc+652Q5gbdqy4iShX98N2X77XfHekVG5lpZXmrEfJ/UOLYKTgPX25EQywlI8UVsQEm66YRJ77rE/Xz74OOqSspacoEkAa4tGG5rL8m/XFXzJlrWkoYmPjfsfJt9wBUccle3ul9FVZWkNkho3TL6ciy6aTIxGPh9K8X9kgfKSMb9cf8M9FIopvetpz2rTSWRwd4mRKKU4PFUmnH96tm8wJc2vQmlliBm9evVh4IcG8+eHnmD3fXZvc2eIlJwcjrzVIQgnnnMSFoTlrpW88x8IwQersHIXkV8DTwNbishsETmGTOh9TkSmAp8rfQf4PTANeBO4Hvj2Oun1GiJJEmKMFAoF9t57b1SVEEJlu8dcLofEUNo43CBNIaQ4jZWPCVAskBZa6Odz5DQiaqVNrFMIgSiGaUBD4BP7f4nloQCxWGkjapp5kZ3SWixisf05fBpQU3IGONjjq19ll333IaatlTp5zfYkicWUNE257bbbKuMrjyvGyK8XwvFdsAWbGapKjJGjjz6axx57DIAbb7yRgQMHVuq0wYPLlkkJIGiJBHaFuW4FQpEYHdECMRqJ8zQ3NqDp49RJI8cddwpfP/xYEmedEkisS/xhKXy6as+O7P20whabVbDyi8UUnxc60x1EEnJJ/X/MO5qXet54/p9MeXVazXIvQl48lhoun0M7IRVMCRQoMGDgAF5/5VV6pWvIgPtfilXx9v6vmX3IzHJmtqmZ3Whmi8zss2a2eenv4lJdM7MTzGyMmW1Ty9Hxn0Q562HixIncfffdleNlXr+yPdDHiGogWsh2chNr+5AFueac4xf33MM5l16COkFKTDCUhIL3gjfjb7/9LWN2+wQ4qbSRvZGzmMLeOY+Ztj+HZMsP1YAVWnnsV7fx1N33ZE6Ocp3yMr30Fj7ssMOYMWNGO3umiDB5Phy1Ydv4a+Gmm27i9NNP55ZbbmHPPffEOUdSxWPYniYrs3Y2NzfSv/+AbMtJq6pLZvwvoOCSLJwn5hg6cAgnTziUXNIbl9uTouUoBDjjB8dz3nmnVpZdnWG/jplna41HGzJ7Wxl9+w/ijjuv59DDa2/UHS1y4Y+v5wdnfhMRatqOAc744XFccOEpK6W0qkbvbnQgRAn88obbuf/u+2qWi3mOOeVYLv6/i9nlMzt3SLkrw0rWz9/9+n7uuO42wgcpyI/1KMOjek9bEak83N57YlXgsGSVM5p58aiUBFv7xkhDikl2e3g1VFxJC8rEo5HZvy66YhJznnsR8w5XoSixynlMwCc5CO37YGSOlKSuHu/yPPzQI+z56d2pq0qHMzKyyRC1XbB2tZB7rqlth7DycVXl1VdfZfLkyVx66aUceeSRFQG34gNd8wE3oa6uPz8+/3oM8FV3keBRiagFli5ZyMSJ53Lh+VfytxfeIRYdST57eSge8XDBBddlm0Z1ct3KmDhyJRW6wB67LuVPT3UMdPzFApj68fbjOvDAb3bajjmP5OGCC67HQilHuwYuOO96YOWUVtU4csNVr7syGMqF15/XaXlwERx89/xTS/U7Qena73fIF9nvkC92VfN9ifeJw7p7ceyxxxJjxJcCk6sf8IxU0ygmDk1qb+YM2SZEf3nmaXrV9wLviCvICKeZdnbGiSez85e+WJtJwwQJRtrJqzdxDgpFZk+fwb577EnOd7bMEm699VbGjx9fGVMtlIXjKaecwsiRI5k4cSJAp7GBawJzKQ7h4EP3QvCcd+5VmU2wHDqxhtgoB//uZF/XleH+Pwxg7pyOAUEtCv3ey9ThLrBTDU92D9Yt1hvNrxoDBmSJlGWHRzVcKe4pH8FZ7cwLgN7OccMFJVNnjKwoJs0JPhpI4MX7fwdpDT2hpInmmpfXPIdqZn8aMexDQKhJfwWZ8DvssMM47LDDKk6LcgZLX59pfE888UTJnjeBSZMmdRz3ShigK/Vw/GzSaxQtlhLoNQvvcUo0j+gdINuy+65X8qvbFgJtVMVmQt5yiGT7olx5xeuV7SGrkYbIJ8b1KQnktrL7l8Bpa7DPbb9+wjVXtnDa6b1rlgdtC4NaEd5oy3Dokg4FElNarRMt1ihtHlm7je4QfoJlm8U7RVakCxIIXktJ451vBq+lVYkzT6gRQWqlGPb3C6tLV1gvhd/6gLI2t9VLDzJzyEf51Kc+xac+9SnuuGXpWrVrRC6e9Fq2OTl5xIoYfwU2AhmLuENQEy6/7JVavcK5HJsMTUALTLriZcCjK+QrJ+QYd+v2HYTIJXPhtGFr1u/nnumcwrpMcbbhhrXfLvm84bzrtByyrVH79hN69daakiGaIeo6XWttkoenG2GXfl0MYqWIDHWDKnvrtuufQWKCIxK62A4hT45BNjgjIKyxWrEgaBLx7ynbzrpBj/D7gGL//ffnvvvu45rDvsCI+m5sWBxvT/siovW8PPUVrLWFrbf5Or290azCmDG/RrSeqdMO7PDTYNArp3xip3tBHNOnHESKdHjGmlsD/3hhVpZiUyUtWrvem6lLFApdpJaVVOpFCzoKBWfQd1CgX19h0YLO1Z3+/SLLmzyLmpT6GsJFgQH9A9LFI/dc09oJP2cJC1mKETpwVmbGHEcqgbourF0b2UYsdgsQzaOu4wvDnDLAxn4gyEzXG+GnqjjnGDlyZJdLPBkyhDhwEC4RtNZNYgajRtZc2jgFj0JU/IgxJYboTmK7VLHRo2u3A5garl9/tKhQ1/EtK5Zld2wyeky25Dbj6quv5oADDmDDDTfk5Zdf5pGlxufXQvDFGNvNVRY+M5UJEy5h4sSbuPwnZ3LdDb8lLRrLSxkeqMNI8QoNjYvpt0EfTDM3oVcjqqCaACnqlEMO2otzz72c0aO2RJJcZfyYw1nSbQ/Z8qaOM/3ZEo1U2WPe1LiE+nw999z/S7524HHZHAgIGXmBOqVpcSNHH78Pv/nN0+0bM0+KUSeOd9+dybBhmxGqSA2zqKWuH7d7F8NJa5EJn/U1ZluHaubYm/mvtxnx0RFEieTVId4hqXD1pddxwqnHUgCcuBLXIJkTzhzmUpoWNnLqIadx7SPXVs5RK5vo/Yr1Rvg554gx8vbbb9csFxGGDx+OW7oEWbY8owKvoWno6BEU3nybXrVS5EpbGzJqJDp9GmIJtTbGCs7hRo7ATZveMb5NJAus3nBDwsKFeBKE0MHvYqUc4rnT3+Z3Dz6ImbHvvvtSKBSYNWsWZsavGofw+Q36s6YoCz4z44UXXuAvf/kL8BkuvfwWiq2eurp6UMElHYm/zCn9+g8kcZDWmEcjgnMsbZxHv40G4p3UsDC1x5j6LB1tWA2uieo0tykzB3V45xRqbNGxop2toCl96gewvLkTjqno6Duw/0r7OXjDjWkNRbzLr1ZA8Eu1Tb+rjfpQx8TzJ4IYx48/Gq+e4DPTggC5kOPZx56Glsj4s09AY6jpkLvn5vtxfd7/y9vOsF55e8thLgBnnnkmSVLaXNy5Sm6vmeFEaSqkXHvXnRnDSNVHxFPvPTHnuPbuO8uBbSUNRVErGZsdII4zJl1GqaRSz5MphAYsampAe9VXtZHl5JY5oI3IdXffjeU85gRLHOYdD/7pcU767qmkquy7775MnTqVhx9+uF3M4r2F1RN8FXLXUuDzSy+9xOmnn46ZseOOOzJhwgScRJz5LPXJhEQcSQ1Wa0FAYrbNW61rQQ6JsMsn9uDxBx/M2J1XglOHwU87SZacOmtQ5VNL2W5e3vEtdMAKKc69872YO2caW225Te2TiJCIQHTZtgideKByeHKd7AHTFborkKSYK3LiOeM58ewTKWogSPvla2tdZNzuO/KNkw9j6mtvdhpjedSEI2qyiH9QsN5oftX42c9+xjnnnFNJ/m+3haVlGtwWu+3KnDdeh6Zmau3dK61Fvvn1gzvdTjKEgMTMW2hAitQgglQGDxzUaZiJcx7FOO7rh9ASCvx/9s48TIrq+vufe6u6h2EHcWXfVKJRo4hLVBKTaGJU4hYkKCiKKy6oJFERATWKoAiixi0/RRQE12iMyxsXBBNXxAUQhhlgEFBggGGZ6a6697x/3Kqe7pkemGGLEb/z1NM9Vbdu3aquOnXOPed8T0OlSKUCjjizF5/+/RV+fV5/ihaW4CnFNddcw/Lly3MEfH0R7xsEAT179mTmzJn85Cc/yfTn4iQTgEJp4YH7n0SSFpMWxwOWff4q7WIlpbZbTFAabrxhLM2bWUKr2LRp8+P7RTO4ayszxavP+VVa2K+a57hBk0a0b9SZvdq0z1uO00+CVAovTJmJ8a3LpTV5NKNkJb5qQDr93/eK7rV7a8qlSpNVgAqFq/94BQahYbdGKBszD+VC6QQTnrl/J45252KX0vxipNNpCgoKMqlg2fC0RllF6EFQvoE8dYoA0J6HEZW3yBFAIpEgkUhiEfBdRkh1WE9jMKggV4AKjg7JSojWmtSGCk4dcD5l68op8D0+feFlxBq0l6DA9zIaa3w+tc1p9vpNFTFefN5xapu1loMPPpi5c+eSSCR47733aghSpRSi0mDdlEBl4JHaqLCBxhrBGsGPQrQlTBIGPhWhZLahBBIh4qURLDbtSJ/WrvPZsF5l2lnXg6P2ysJeCUc+ujVIV4tamrG+ajrRxJIu1KStQtmsNC4R4rmLMA1Ga8IEiNXYLMEnKkRsiLKCDRsRBF7utRNXKmGHQgDrZQgJADayAS/K+ZXoTaySliAZYpPGMQ/5ktWF+52saAIqqO67sZkD/e9jlxR+11xzDWPHjs2rJYVisUqYP306t48fhw1r0ewU/GXcPbz74Qf5DxKZe+9++CFpa7F5zD8bWtaWrWP4feNz1gsKK5YlS5Zy05g7Gf7QBH566GG0aNE8uxHgHmBrLWPHjuWNN97ImPBuFq7qJv3ZUWtrCLJYAN5xxx089thjfPrpp+y///75zyf73FEkkx6+R41FFPgofJ1nm2fRxovKOwrKdwzY1dslQhdv5ufTqrYT5mYFTMexdzaO58v6cw+/M/Frbs1qh6CVRjzyb1c2L8PP9oQAolz1tZy5GhRGnMAOMTW25SxWYVB4ysvbj8bUK3Plu4z/+dKV9YG1lkWLFlXl8HoeYRhmUtw6depEuPJbvPKNWCx+k8bYigp01q8tnTpBySIkDJBEAk2VYyQmAfI6diZY/BW+TSLKaRa+rcokEaWhY3tscQlaiwt/sCYzxpETJnDsCb/iZ/vuj0p4jkwyCFBaZxwoIoJ07syS4oWEVkgmkxmCBoDX042ZmW7IpIOb0P3Ha5jxYXMaNFCZUo9vvPEGixcv5oILLgCq0v/i77Vh8uRS3pkeEfXkCfqViJJe8rBOW+VMxSYNG7Fhw0ZE6Sgnunpbof957Tjy8N1R1dJCmn3AZktZ1hW/nw9T943HHLJvu3Lm5+nHWkBbNFWFf/JBiSFE0Co/64mrllFbRRiHY76ACR3hkEa1NtksrNjINCX82wAAIABJREFUzM5fVjVA4Vk2m2kjIo5HEovKU7rSikSs1P8betMPpSshp2ZH/HDH2RBxbq9SyvGe+R5iDWzcVOMnVgKEBuV50ZORvU3haY0oSETuCiUuayT7eRARxDohoQygLcbz6HP5JQzqdwHDB11GsPse6FVlKOuhJQClc6wNV4fVoJRGa0fXFZ8DwMdBIYclKjlov5Djf+FTUFCVwXDnnXdy3XXX1TCP6zJXOHPmN/ztkWKUCQgpREgDBkVjVMJiwgBlDagEBQUFpNIVaBKOvAE3rdByN82336ZRyo8ERSXK8yLt2JKgMUf+tAk9Dm9VQ1S0TsKqEFpt4507J0vzM1FtjUWLQIkzvVV0bTwlNGmqadzIp/Rr9zMoqWn4dezksXqFpWK9qqpqqsCGgmiLRtOxnYfaDDFKt0I3rq0VfqEyrJBSAiUkbEgKnYkrTCjf3ZE6JC3uwQ/w8MWirBBGt0Ir1Yq1ajVCiBXfCdSsm9dXig6027oBfsewywg/rTVBEOQtWhQLQGMMnvawocXzEk4AVoNCMAkPnc/RIcrRzlsnbMX66DzxMlZrfKVBPD4tno+pCPhx1y5MnXA/oTFYUSREY7WHCkzeouUhioTSGJG8DpOXKhvz7h9C5s5vTlnZah566CnOOeccgIzgq43VevPQzF94FmJ0TGLjJv59IV0Z0rXri4hWLCn5PUGlZeJT47nwvKtJ2xBtfbxGQvdDXgbSFBedgfbTmDCBh+KpqQ/T+w/nU7EWPp69BOtJDeF3diuYvAqu2Kuew66G0qzQF6Xj3zLghhsGcdtf7sfEGjYK8S1og25gkAqf8weewsOPvlytxxQGD/EVJkot04Q8/fT/8YdzL8AGCpWwbG6m6dim8G55Fct0vWE8xNMgaXq07smMr9913mnAEiB4pDAoa+jRpidKCfdOvocf9zyIQnES14/0U1Acu88RCMK/l1VN7Rhlka3wZH8XscsIPxHB9306duyYQ/GevV0phezWErXbbhnvl1iX2lTVELwOHTLzZVpHGplyfXhRJqju1BWLRglVb89o4tkDPpn1CTNmzOCKK66IqWQw1uLHc3ZKoZo1oYrjxSEWVj6OVaRTp041zFURoXK14tJLYOTIEVx11VVcdNFF0fZUrQwudbySaK2orASlBU9HzDIp0CqZMalChD/fdDGjbn8Qow3GOuou0gqisB9fCZWBxhqD8WDjxvVYK4QJR47q5UkH+2kTePibbRd+OYjMO8Fn3cYyV3oy/v2jgGGUjwndLNi6tWuciFDZZKXJKP834qzRCisem1LrsWist+Wc2G6F8Ldva9++JXieK31QIA14/+t/Y6xGfCfYQywF1qMBHqF43PfMfbz32tscdlx3PBIuxxrclEU00OlL38VTVdsgynX+Hgg+2IWEXzzBX1JSkpP4H8NaS9euXSkrK6O8vBwRoVGjRqTT6RwChI4dO1K0oAjf9zNe1upL586dmT9/QYZcNHuOccOGDQwdOpQXX3yRZs2asXTp0hoEC1prWrZsyerVqx3xQSKREbZxW6UUHTt2ZOFCx3/u+z6JRILKykoefzQBvdpy0qmr2Hff4Vup4dVyHTUQalLBak745SGgPN59owSTSKO9AseKI8rNg4qj9VLKoj2VEeMKhVKGtLEcd2w30JXcMuw+fF/j2QSemz0jX3rH0U2gf9F2OZUMYvnqK9BW4ynBxLT80XhB0IIr9KMMoQHtUzXGrFTYY3/aBVTArbfej48TKFaUK1S1GXQrhHlbyVxTNQTnYEkqxTerNtJsL5fi40JIBasFI4buRx3GkYf3ICCFjbi4iVrqKBluU5Bi2EV/YszEu6qOUUvO7/8i/jdmLbcTqvP5BUGA1hrP82oIhzVr1tAhS8PL7iOmjRo8eDD33XdfJjg4G7F5nUwmERHOOOMMlFI0b96c8ePH53Dv+b5PGIaZscTzd7Fp2qlTJ4YNG1bDvI01WM/zeOCBB2jfvj0n9mzOgQe58W2O3mproayHVkKDxG78+/1S3vt3CV6jkMJCjedlFX9H8ZeRf2Xs3cNIGUVoDDllh62Hn/CYMXMBM2aW0vOE36AkyOsVz0ahhvW1k5JsEzTKaWe1xDcZsSSSIUkSJJJZKWHV8P4HxcyYWcrxPz/Fzcem6yYsGnuOZmtbISYkZS177ZG/WHPC81DKEHgpxFIrW9Ce/j7c8/A92z6g7yh2KeEXC7jRo0cjIhQUFGQ8vbGwivNZTzzxRD777LOMIKrehzGGI488kk1RZG71ucREIoGIMHbsWI466iheeumlTB2RWIB6nkdxcTHGGF580bHuxgIZXKB0IpHg888/Z+jQoQRBkNEuszFhwgS6d+/OGacWMfb+TRzaPVd92F5aH8SZKi6DxYRgjcLaBGGQyDgOAEILKulx9dUj0Vbh4+XEjAlR3JvY6AFM0LffEDdn9V9CysC4e58mrOVyKdGk0wmeeuZdjAEb5n+5pALHohIK9O1/bU1n9g6GSbiQmwpdS1CkdoH8ytNuSqeW+2O9v46wYAe9ab4D2KWEX4zsIj/ZRXtixN7fRCJRq/bkeV6GDTpDKe95VFRUcNNNN1FaWorWmquuuiqvkwWcqR1rfbHTpfpcZBiGGRM7Pp5Siscff5xRo0ZhjGHQoEFcP/h4zvj9N/zoABfNu5+XJ5n1B/yAH5DB92LOr361W5sDt/D63/NtW4O7JM1pUTifXx1bW5vYnOgPwGs5pRKaAoOZ8ljVmpYNF+Tpq4zXpytat27Nz372M955550cOn1wwjGZTOJ5HtOmTeP000+npKSE0aNH8+CDD9KhQweKi4u5qH8jTjrtQbr3ODvj1e7s1U7EurXI0OBnskFragy57pl8nWS1rN5wiztvH6wKoXnWnb/lQ9Z1UN+V+bAddxH/+1HB2w/fC+EHdSvEHQc550M8t7Zq1So2bNhQa75tp06dKCkpyTghJk+ezKJFi7jiiisoLHTJoh06dGDhwoW10sMrpTjhuGaZbW+99VaOAybWFBMJFxQ2Z84cnn32WU466SS6dOnCAw88kDHHT+zZnGdeXkeTJr1zzPbDE9swcx4hHlOc79uwYUO+WfENTVu62rD5GIGtPSOaPs+zzU2oUfrNL9A0whGNpMFznlIkzcefzqJFs6b0/UO3KK2spjBpXXuscZ0wZxMcmJXXq6PgjnwlkEWq6q1spkQyILTekyj2Mp+14Jw4agcaW9YKHehUIyUNXAx9TDq0OYQIHaRTHIBQA4JFrHwvqK2+N8JvZ8Jay9SpU/n222+55JJLcgKot0fGTNzPrFmzePPNNxk8eDBPPPFERrjFjpvDD1rDC6+uobCw5o3Yxa9d86ufplyFDnt9wxGHAKzbUtM6INssz+Zy2i/6rJ1xeu2NTeh6yvqtPvKSFLTJYpmooqfP96Jy85xK9GZDPAyho/OvTX0VvcOVwoRSWFVVQD738AJWYS2bZWrxxBXfyt+P8wJ/X2JddhnhFwul5s2bb9YB0LBhw5yyjVAVBL1y5UpGjBjBgAEDOP/882vtQylFy5Ytaz2OW29p0aJFVXxhRCOllGL06NH07duXnj17ctxxx+UlKuhxkDCvpAXleWRAShTHKgFqpgrk05DjMWR7oCdNmkSLFi045ZRTcuMixRKXebXiYt1uv2k4N44cAQI3jxzBiOHD8aM0CFFVIR4BFmUEX9yE/Ntvv80706dz/dCbWIvwxfPj+flpV/PW4koKv3iYHiddju/X1KLGLYerLnHnsTWCfE4FHJCl+ZmItcdYS2gE31OMH/3/GDTkF4Si+cuImxk+4ha0uDg+VBX1vZEQhYfCr6pvIY62fpUYPp92H8ecdgXvfZ0m8dnDHPu7Kzc7tsJtUAyVciPJJ2S9mEutFlxRAvd2hKrd8wlrxWY7+V9Dvji1nb0cdthhsi3o0mb1FtsYY+rcJrutMUaKiopkv/32k9WrV0sYhnXqy1or1trNjjnuJwxDSaVScvLJJ8u8efPEWivGmFr336/DatlM1zJrQ9UY6oJ4rGEYyldffSWPPfZYZlv1cVgrsmjRYglDI18VL5X/vDpLAhuKLX1KgjAl5V9OEWuMBFZk6YKlEmQNwRorNjRSvHCx9OzZ0/VrRawx8vGr98rCwEpalotIIO+8eLeITecd7+trq77X5bevjnMWiDyXtZuR+Pewsqh4iVSKkZcXrRJrUhJaI+VfThZrjVSKyPLipWKl6qRCCUSMyMrS0ug3sWIkFGvTMufV+2RBUCk2WCNWQnn7hTFbHFv32fU+nW3G7h+I/GjWzj/uzgDwkdQid3YZzc9qp/IrBaGkSRiF8S0J8VwOoxe6FCYKMlrQ3nu3YXHpEjp36sycL+eBDtDRfE6ARQhIksRiCK1PMuutXZfwEqUUL7/8Mj//+c9p1KgRL7300hb3r0si/+xNLj80Xx9xyc7aNaZWwCncOnRzGlVjnFlaCLTDmcEnAhuAX1FlshYC+fppDDzHvu3WZK37A86ZlATKgf5weX7T1jbT6HVVAXH1JTcoroROWWZvXFy8/91TueAQy14dzyRIVWJ0S8A48llRJI1lzw6tUZLGqiQ2rMBXhYgXsFvrNlHSr2ACwUtq9jvhItSGYoLG7fFQFPpbDuLrtD3rrWwB9yyHm0t3/nG/M6hNKu7MZWdofoExEkooxhoJQytBepMEQSh3jL5JQhOKNUZs6DSdwYMHy7vT3xVrjaTFaT5hOpTQVL3xLxhwu7x+7zAJTCgfLt4gqS0rgxkNKwgC6dJmtTz77LMZLW/L+9Zdy/nL0s2PIQxD6dJmtSxYsECGDBkiGzZsEGPMZrXNGGkbyLI1G2Xuhk3yzRevypK1oVx4/kARE0oqTMm6L5+W0IZijMiPVRtZ9e0quXDg+bJi8X/EmkDCUKRvq2YSWCPf2FCmXNlNxKbl0B6/kd8POE9suFyMqZDpL44WU4vmZ6NFxF2T+mp/3WaJLK6s+j8w7np8tb5Syj57Q+59co6c0Lu3lL1/rwRhKOvnTBETBhLaQA5WbSS0oVRYI4NOPkRCG0rKWunfqrmY0Mg3QSjTrtxPJLRy+JG/lbMHnC9B5VIxEsj0F+/e4tguXlivU9lmNH3fLRcU7dzj7iywGc3vvy74ZCcJP2uN2EDkhXmr5L7nn5SULRdJW3nnxXvEWiP3jJ8g77zyTK4AsFZCY+TTV6eKsYEYE2b6C00orz19p1svru8t4e9//7uMGDEiM+b4OFsSftddtUEO7FK25QNEOL+WGzk+t2HDhmWOH4+hzkJYjFiTEhNaMca6l4ZYCSWU0FoJTSBWjNwybKg8PWWyBMaKpK3YwEpgbfQCCSUwRmxoJbRGxAaStkbC0EhojaTEiDGB21YLFlS4z60Rfs3fF0lnyfi0NZHZKxLaQAIbSsqK2NBdkyBMi7VGjHUmbWBDsUFaApuWyni9tWJsKKE1EtiUiA0lNNFiw0jw5xfm2RhRWq9T2SZ0n+0En4jIZxt33nF3JjYn/HYZszcUha8CDmjZgHn/WoI9OUR8y6xFKzBvTeeKQZdBuIlQKaZ8voE2jx7Jz8d9jkLTsftxaDysUsx/5Xa6nPhHNBrfem5C32rHdC9VzotskoGlS5fSt29fpk+fzimnnJIZU3awdW1IpYQ330jz+YIWdT7XFekqB098jJUrV3LjjTcycOBARowYwVN/K6tBbro5Uz2+YU47rT+fzDoTUUkcZZdL/NeeQUnIsq9fwEjIPu3PRNkE1w75B5LhQ1Ro7ZFKVbJyVUibfZogbELpNEgTxxLjaZYue49HHunH2X0710oAuiINXbbSVLNAIqvfOG9/STEY7aGtisL/FZ6CJk0TNG5sWbLUjR8Rqk/8d+gE365QVKzXWJ3AaoNnq6rPiQgd2295KqTFTnoiUwLzsxJAfpy/nvv3GruM8NPKkMZj3ocfcuLFA3hiwkM0bt+BQ9o04ZifH4tBSNhysIW8/8gT/GH8bLAKlLD6m1IatdyD6cssR/36z2gFr742F9v8AGz5t3hN9sAkPWI28JhKvqysjCeeeIJ+/frx1ltv1XvMGzYIP+m2pt5kncvSVXm/xhguv/xyrr32Wh566KFMgaL6QkS46aabaNP2Ku6592AkBN9PEIYGndA8/PBoGjZoys039kK04d03T0G0oBXYqISjtgoSiiN6vISSSt577wRSocKzAklBrKW8bD26wa/4+OMlFFgLtbwYlgV5V28VYu6+UDk6BetJJt81FIXRBpRHYC1JXyGB1IilE7FY8Qi1dQSsxsOqqtJAFurkKG2xk5ypB37qPm9qs3OO913ELiP8BI+PBwzk+a/mcH6XjvwomSDx6VeghY9eHohSgmc1Rgl9Rfjkgg9RShFa0CKsQGiIsOb3vSl9bipNopCNT6ZORlAu6FcELcITjZtxy20j2W233bj66qtJp9M1GGQy48rS0GKhKSKs/FY49+z1LCjNLXCUTzuLtbJYgyxJwdChQ+nWrRvnnnsuDzzwQI6WuSXhV/14y5cv55133uHWW2/liis/Ba0oL1/Lpk0bGDPmBm655a8M6P9HlBZuGjrVsb6jsCFRIkckXKzgWwFrEdEYC7/99SFMmfoWzRs1574H7+LyS//EhrTBE1elrjZdacG2x3BnnaM733Xlq9mtRUv+9n/jOa//Ve5a4HhOUEIiqVEBnHnWMTz33AwX2hL9lM4ycMHfv/3Nj5n23HQaFmQRC+gqTpvNIV9Zzh2BbwPYvxCu22fnHO+7iF1G+CkFi574G39aVERSEhixeMqxLVsRxNPMatcFg3D44hKwQsPCAoIgIMwiNS2b+jQr/jWdg9+dgRIX8KmJ6L+tpXT8XYwdPZqFRYsoKysjnU5jjKGgoHrttuYsXLiQRCJRgzxhxXKf/mc35vXp61i0aA2+72cEZjZjc0xplSm5qTWvv/46HDyQCy+8MCdjJPdabNn8ijVEEaG4uJizzz7b/W9h/dq1nNf/Nzw9ZTqHHNKDBgVNM9x2kShHjOB7giidU/wupogS5RiTRRs8pXhs0nguu2yIi6GTqI/NkGau2J6aX/TpiSKUyJSP1mZTWqksSqsglIjSKsfF7/aRKJsl40cmig3e8nVvuROeyBuXuM//1FKhc1fBFkMqlVJtlVJvKaXmKqW+VEpdFa1vqZR6Qym1IPpsEa1XSqnxSqkipdRnSqlDd/RJ1AUap3V4NkHZ6tUYY6nYtIkwNBCGeGGIlRAPIRGEzPtyDj89+mgnbFJBZlHiUoCCVIob/vQnxt19N6l0msrKSsRuwoYGqxKZwOjCwkJWr15dg/IK3MMQ1xBZv349WmsWfJVgwj1JPv7Sz2hpxxxzDHfddVfOvtna3sqVKxkyZAhnnHEGP//5z3P63xrE3IPTpk3D8zyOOOIIysvL6d69O8ZamjVtwYvPf8grrz7JuX0uz9+Hpyhbs4pvly/Kvx1B+4oJ456kd59fcN55VyKiq1cGqBXzt6PmF6Npy+a8/MITDLhgUN7tViwbNnwLaeO0wHwV6YFHH3yGP/z++Ij7rn7YewdrfsWVMGEFfHrwdyML+b+JusSTh8C1ItINOBK4XCn1I+DPwL9EpCvwr+h/gN8AXaPlIuCB7T7qrYJ2b3MtPPLwQxR4mgYFSZK+h7EWqzwUloAQ68O5/f7AK/94GROkEU1mAdzcnjUcdPBBpFKVaByjsbUJtPgRtbvKCMDTTjstk6cLVULJ8zwWL16MtZY33niDWR/5DLqoEbeOcjRZMaXVa6+9xuWXX54hMrXW4nkeqVSKe++9F2sto0aN4p577slhmqlOlLAliLgskyAIWLt2Lb179wbgyiuvpLS0lI8//hjPU3h4pC2c2utCrJfIexeJKJo135NWe3bM6d/ziMo8abDwn/9M5+WXP8HkVIffMpZvR80vMz7rcUqv8whrqRqnRNOo8Z488/cPMYb8NXuBvdrux4t//xSk/uJlRzs8Dv3MfXasWUR6l8MWhZ+ILBeRT6Lv64G5QGugF/B41Oxx4HfR917AxMjT/B+guVJq7+0+8m1EtkMgx+sZ0ckDFBQU1Eh1i6G1zgi0fLRYcf9xXdx882zZlFYL5nXh4480r769JqePWDOM2V2CIGDUqFEsW7aMRCLBoEGD2GOPPTKErPk0zLoiPofx48dz6623Mnv2bLTW3HfffRxwwAHOi73VvcdpgoJCo6QUZSs5u8+l7uVTz3qIdSU0XVRiOPygNXRtW8ZRP6k9X/i7gqRyntgdBSFKY/sB9ZvzU0p1AH4CvA/sKSLLwQlIpdQeUbPWQGnWbkujdcu3dbDbC9deey1nnHEGzz77bJ6tgqc177///hYdA6eddlrG/DTGZLyGUOU0OOuss/j3v/9dax9t2rThdydPZlP5Jbz69poaQjRman722WcxxnDSSScxdOjQGuE0kydPpm/fvlvlyY1hjOGqq66ib9++HHXUUZn1NcxntTlKK6nJVKUjx0DkIFi//ks0TTGqAQUJRQggjkU5A9m8c6A643F2xkqDBioTGnTyr8p56tkmHHSwzyN/zU/uubkrVh9hvzkrtz4/S2ChYAd4fX81x33223379/2/iDoLP6VUY+BZ4GoRKd/MfFK+DTV+eqXURTizmHbtdm4pPKUU06ZNy6sliURUTrBFQZK9v9Y65yTjeL9p06bVaFt1LOHh+wu5anA/fnb8WrIvnYiQSqV4/vnn6dWrF2eddRYVFRUkEomMJpldge3ss8+ut5kbj+utt97iwQcfZPLkyTmmc3UopRgxYl9WrV2F72l0njq2C+f/lo2hQaus1DQRFB5pCXjyiXHMnXu1M3NVOYFJoHVULyw6/cIGcOrprZz3tBbjpLrwqy0cKJUSDjrYnU+v0/NPqFlx161zp5q/twioiMFwc5RWoYTssaej+M/no3ZUUCrnBVkbKqyjtN+eeK4MPtiQW/N4V0edhJ9SKoETfE+KyHPR6m+UUntHWt/eQFx3ainQNmv3NsCy6n2KyEPAQ+CKlm/l+P+nMeb2hrzzZpKX3sg1x6y1PPLII3Tt2pXevXsTBAHGmEw9kO2Ft99+m1dffZWRI0dSXFxcp31GDv+Kw45si+8FKGpOvPU7ZzrGejz51E+rVopBa8VTk+/m92dex+E9ZlC2ahOPTTwO8SprhL+VlxsaFm7inD903iYSkTlfGN7+d1W4Sa0zAlGh3YULawotjaVZS2jUWLF0Se16YMfOHqtWCOs35h+wiKZT53zlzGsi2AFPw/nbuejT9wFbFH7KqXiPAnNF5O6sTX/HURnfEX2+mLV+kFJqCnAEsC42j/+bCKzFaOGT9p0QydWQtILQ02wECpTio46dCJUinzPvwDF3Ulm6iA87d6mxTSlBi0bGjWGPPffMZHzUaCcChPS7oJDRd2kC2Q1Pax568EF83+e8AQO44oorSKVSm40MEyvstsfujq4oG6tg9913z0ufLyLccsstwBUcd9xxNGrUCN/3GThwYK3XLhtGFMcfuzuVaYVj+Ddce+1Abh/zMEkUoRUQw2FH7Y4OLY88eBsDLr4WbRvQvcdotAaFwWA4+shWDPnTpdx25wMkUdhIy6tMhXzy0dcue6ZOo8qPyZMqueWOKlqvSY+nuPZPhTXaxWVDlOdscxHhjzeezx3DH0F8V38tLumoo9qNnhL+eN0A/jLqMQC0aAIlKAVDhvbnjuGPon2PzK+n1GZ59LKxPYoYZWNT1N+K7tu33/911MXb+1PgXOB4pdSn0XISTuj9Sim1AEflcUfU/hWgGCgCHgYu2/7Drj+SyuLbBDhOx5wldM8rBcrDQxEoF+WfF2FA2ua/iwNAKYsyhoYJnybJBI0SNZfz+7q78fBDCkgmPIrnz+eC8/pz5eWXMeiSi2nka7RSNPF8mvh+3j4aJXzSYmjgJUgkcheAZDJJIpHICMD58+dz3nnnsWzZMoYNGwbAjBkz2HvvvTNOmbpCey7xwiiLQTP6rkfxyK2xW2A9hg29hF5nXMi/Z76LTvg5s4EiglYed415CA+dl314W/HFZ7nn9NcJm4+PsTaKK7Rw+8iHsNrmxBkqpVzAswhhGDBq9CN5+7lj5MNYbbY6liS9nTW//We5spjbwhX4fcQWNT8RmUHtP+Mv8rQXIH/w138RonyEkMOWLIJ0wLJly+jYsSPGGFcxLZHk4w7tCVGcvXgJtqKChavL6LrPnugsT+QXzz1H0w7tOfn1f7Fy7RqSySTNmzZxhcqt5Yt7x4OXxCudj7IJVpWvo1XTZigEqywKjwdu8TjqlMb87re/5sVHH6Px+g08PWYMZvmKjJUnrXbDrvwG7bmYhPWbNtG4USHaVBGOJjp3ZsmKxWg/wZo1a2jatGmU5dGeFStWEAQBF154IZMmTaJr16489thjQJUD47jjjtuqa2mNwlhH86Q1iFUYCTBK4YmPIUkqNFRUbmLvPVuz9567Y3EvmFhAKjTiCSZUGAkxSuFvA8V77PDYcy/NjA+dqfvIxMZ0bVvG6WcV8Ny0FHOKN58mqFBYAyiFT4ErO5kj/VxVNheJ7eOjsdrmFrUHPJUkoQWj1FYVvUhtR83v+iWwzsCSXTygOR92yXfB1KlTadeuHWEY1ghTEQSxQtujj6Jz29aoWrQ8lfT4x8x3uePBB9xDkc6d/xLt0rPG/t+jIJa0UrjLrbnh1msBeP7hR1m6ciUd2rXj9Rkz8UWQbNtIFBjD62+/xdJlX9f6IIVhSHl5Of/4xz8yjpXrrruOzz77jLfffpvWrVvnsEXffPPNrvttnD/UymKNpX//Xgy6uDeegPUMSV3O9Teez19u+yvjxt2GRI4RnSNILDaA/v1O4YpL+1Cbol1XLChtyYLSlhnBB7BbK80NwxpmtmeFWm4R/c/7JQMvPhWVJwRHxAm1Pv1O4M03XyBdaWrse/Glv8u7b12wPTW/+1fkkjj8gCrsMult2SgtLSWdTuP7Pr7vu9wYx6l8AAAgAElEQVTbaJvSTvda8uEHPPXss5zb69S8QscEafr16sXcOV8hocFLJMjJ40LAupCQtCfcMuZufnfiCRx64IH8dfSd7HccaK0IUmkSCY9lK1aAVigjGT1ba40kPI4/9mggQZbiVAP77LMP06dPZ+bMmbBvR0aPHp1TgAhg06ZNPPfccwwfPpyn/rYmJ1xmayCi0Z7i8cdfdDeSy+sizXPcccfTaOCyy28ALZjAab1V+yqUB49PfCmzb231crcF5w/cOuqXiU+87vKT87z8lHIvjsefeM0xFlS7hhMnvo4ox3azNdheDo8vXaw8qw7fPv1937BLan577713pvpa9bkuETfP8//encE5p/6OoBbh4Ivmj8NH0KhJI2dqaoVYwegoH9SAGMvfX32N6dPf45arB9P9gAPQIsTT+IIi4XmYyhR77taKrAIKgPNOqgDe+3gWpUtL8SKT12oFnucyR7VHUVERd911F61ateLoo4+O9s0lT1i8eDFffPEFffv2rROVVm1QeGgEEhbtK5QG7QsGi4dF8U+0Ogff89Gej59wqTG+7+NF04ISxQlq36I0WB+sr9xcogfGmshG3jkFszMKsFQt1mjEKHeNlXVaeNZ2hY+EGrGuHWKjF5fBZtZVtRcb1jnWL7mdXgJHfwETfghorhW7pPDr06cPc+bMyRACZGs/noAylr1bt2Zu0QIStaQo2YIE/c7pS2VlJcZYbCiQ9N2DYQxnX3sl/+8/7/H0+Ps5/le/QPw8/YildYe2zC1dxm9+1tMV0qk2xySepufhPWjcsgXSsBC0dvN+YtlYXs7EyZNp27YtAwYM4OSTT65RZD0OkyksLOSII45Aa83gyzds9bVTCOtF8AJXFsDaKG1NCcP/ci1aTsJayWzLXsASpkGRxBONSXtYsTXaeXigFWYn3Z42/o1VzUUETFTaMt/2TDttEWURpWtpo+s8/bc9hN875e7z3B8CmmvFrmP2WvcKju/Nbvvth420PiWCFRdoYSPt6+B27Z0a4p7uTDeiBA8wFZUc0LkTAnjWItry3gef8cnnX3KQ8njqrnFofEChKlK5AdDRs+QJ2MoUB3ZuH/3vnjYTNVAoJBSUD3s0aURQWcH68vUMvm0k42+6mcYdOnBOlH9bUFBAZWVVBkMs0E8//XSefvpp9thjj8y2l/++9QXNu+3fiCsHfoA2FQReCLYAj5Blq79lj9170fN4BUpx8UX/ijIekggGsFglaFEcfUxzytc0YuDF01FoCpIJ0ulUlTdYaYb8cd+aITw7CJ5y87UdO+I0OCUQ1WoRUYjy0QR06uQmDYU4kNkgkSmv8Nljd4vyJTNuAZAQRCNaoQmpyyPXYDvI/FPnwen1o4Hc5bDrCD8RRIFvIfT9am9hhU5orO+hjJsnCxIJ/CjQLzuj1Srl8noLG2CtQZTi0/nzeey5Zxl7/U00e+9HTgsQA7jwjmyrCkAiemIbray+Xcd0SMqp5kFgWV22mr9Nncafrrycv915F9gQlDgBGjlJqs/fffXVV7z00ksZR4fWmk0bhcnPNaXP6eVbdRm//GoTDz7eA1IK6xnWrlrJ888/zaWXXIG1io7tphFqRUnJaWAtvpcgMBbleahQMCiOPuol1nyzkfklvVGextNCKMbZv8DKijRz31+608rDWpxQW7TEYtMplO8T1/JVCpo1F5o19lhcGv1CbrYBpTTGuHUdO1hWr/bYuNFmfnGlBYwrlGtE6NrRr9M5JbdR+MVzhv9XMxT1B2RhlxF+RsHuP/0ZJeeei6nmhdM4+vJWRx2DwfJmv36IVkielIAul13C6n324ZEjj+KfLVpyecsWKOBU4K3+/bEi7C+C36kzRhJ5adgDY4ByVKdOteo2KYG1Gzfy+N8eZ8j1f2Svzp340+GHu8l2lKuZK4r2+XKuVsLzzz/P4MGDAXKcHgfvX39m6GwkJERSinRaKCr6kn277ccbrz1Pn76DSCQ9jNYoawk2Jvh62Tzef38Gp591LlgfbcBPGLRKYHHm5j9feIYp0x7h8cf+iYmCz5PWecbFCqo2HvvtiPhuqKws45if/ohP/vMtJjqsZBX5VpkpEEFb6N3nOJ566l0APB1xKopy1gPgeSH/9+h9nNd/MK7c75bJTAEabOMpt/rwh4DmumCXEX5pYPmM6SRRqIRCwhAjLvxCoUgiVHiCMgqLB2JohrBRAQJBUpNIW8pPPZWrZszkMhF+v2IZ39qqDCyDBm1BacKlpWjjYRM+kkygUykkMrM9nQAKMEu/xkuFqAZRzqlWhKk0nvYZPHI4f7rwQob07YdatjyqgxEvYBG8du1Y/PVStJWMg8M5MdrSu3dvSktLad++feYavP1mwB57bp1aEWuOgWgSBcJTEydy2u/PxPcKmPzc26Q3WbR1VPSIItkQ7nvoDkbd8SjWCqG1KMG5RUyAKA/Pg3ETRjLx8TcIbYhWTgPzYlKDzahJ21MmehEjQaPC3Tj6yJ5uPiJ7HlDcTaCcXwsllkTCY9oz7xCEFi06EzwvSpFIEnn+fbQvWI/IC1a3QSe2QfMbEyWS/hDQvGXsMpeogXIzeocvKebwefMYf+RRHFVSzOFFC+hRvICDlyyigdF4ouhTXMxJs2ZxV8+fcta8+Zwydy5TfnoMez45GR/N7R06cvHXX9N74SLOWlLMmSULObNkIWcVl3DglVc7U9cEKGP45VlnQPl6SKXRYYgOQ6xJAeCHaQJl+dU5fQiDNNde/2eeeeVlRBnuvfsu2u2+O0osQWhQ1qCtzfSRCAM0EFamqKysZMqUKZl4P4B0Ol2DIXpg//XM/Kg52wJPGS65qDf9z+tHYUFjJACbcpqPlx2jaAHxUKLwkxprcp05RgzGWBQJGjZK4nn1ew833gF3bmhC0IraIlREhMCEGDSVlcYRFYjCVMtxDtMBYjVB6F529aX1K9wGwX7LUnjrgK3ff1fCLiP8jBIKcYSUo0eP4YnHJ6Ik4u8LDGkjVKKwOAfHvr/8Jf+4/2EeenoK365axd8ffYzjju4BWFJWUGElIgodWMS6wGjPBgjW1Z8Qi1GW/zfxCdp3PwyrwWKRaNIfnDJQuuxrLjrj95wx8AJG33wzZ//6JHQYuHAS5dhCtDVYGyISIkocBXxkq2nlwkh69uzJqFGjaNSoKpc1ew7wxj9upPcftp3B8v2P/o+/3jeFdKARCbEIV139B/78pwsQr0rYWgujbnuYN954AWt0lNObBXHn8crLH9KkSQvn6a4HdoRmk9pYiefyNvJuN9a4WEWr0HhcfkUf3nvvDbCJau080qHg4fHJRx+ipX4hO1ur+ZWmXEDzoY223PYH7EJmr48iRDlPqtboZKKK0NRaQiwKIa0VD099mqvPuwCdSNBvQH8KU6Hz+EpU9lALyrrcVq08dDw3GPPcKUgaH/E9RBsqtUJZ6zLoRZAoXu+SG4fy54su44zfncq6yk1oUQg2M7dkrcXTPsrXiBiMEvww8gSLICg8DR989DGHHXYYffr0yWRtVM/emDo5Ve+5viAIMiSpK1eupGXLlhzW/QLAi6YM3AT+uHsmu/FmKZoWQGt+8cvTEQMJ7WeVsATwHJuKEoxxBYDqgx1R6KegYRPuvucpTC1y2NMRSzZuDnncPVPytovjJ43A3eMm14vLr8JuvWA/cPYPlFX1wS6j+WWjX79+hGGYuUlFKRoqxeu+5S0RLvj9WfzjX69Cw4YUBPmfBKs9lJ90Qi0fPM8JKKOY+dhTiKcQA5UGLrtpKAB/veVW9mq7N5XrN3L6Cb8i4hTJdKG0RomQQmE9Pyf0Q7k0Ax566CG6devGlClTuP766/MGLqfT8MjEJvW+TlprtNbMnDnTFXKqZkb/N7Gja138t1C2lZe49/ztO45dAbuM5peNVq1a4XkexhjKysr45z//Sa/Tz+DXARjH28GMZ55FpfIz/wLocPMZCJY0iiRo6NS1I+ddPZjbh/yZNm1a89fbbmPfiFOgEAUFSRoWuCLgOe8jAZSlIExlVqWV4IsCT9OnT2/GjBpNYAy9e/emd+/eedlZDuhcVi+tL3aeeJ7HzTffzLBhwzLEqevWTaJdhwV4BBipaUa7MpCKrp2n1dimlcKokHatGqKU0LnLVDxT5R3VyhGLiv6GiY+djDW1lu2l61YWLM+L6H2zd75iC2JJJARPC3vvvZnHRcFuzcA2jeqT1NwcZQ9tXt9YlobWWyHYX10La3sAFTDoc3iiJazrAsd/DR9/DZ/0gM5lQEto9jl88uOq/18DToy+LwQ649qs+3HV52vAiVnHe60IFrSGGz+vWldd64z7+q5ilxR+AGvXrmXEiBEMHz6cPn36oJPbV5UIRTDpNDeOup2L+p7L46PHgpYMS/TWIoFGacXdD/6VSU8+xbfLVkA1gddEVWmjH30Q0qx5/Y4Yh8bcdNNNDBs2LFMb5NZbb2XSxDFMmhhGCa41bx8B0kYoyOOOtbhAX4vLe/WUJUTjR3OTxhrSQZoGyQaAdeE8tZjD21fzc8dvWJjHPo3LWKpatkcwRhFXJ1V5+ewFa/UWHb5rtkLze3kNnLGbO4sJwIQe7hPg44jdv+hr6JxFZXjoB+5zXQ9Y8DmcGLG+xMLq3NYwocIJvkFR2xN7wPGfw8cRM9i61jCoB0z4HAb9D7LG7DLCT1kBpRk/7CbOPu5nFBY2ZNjZfbDzvmK9VQgBBg8fxaqP/g3i5Z2rSQB2U5pvP/yoxjaDYcPyr5k6bQpHtmlD27324a6hN0ZbI4FkQ4grrGGoNe5LVESgqbBiUJ4PYildsYwv53zF4IEDCT0F6XSNqhntvaoMjj5nlNdZ64uDoSsqKrjkkkuYNGkSYRhSUVHBOeecw/PPPx+1jCRPnqEroCBfKh+xPhQRV3lujQ+ZIk3XXnsdd999d0T1vvlZwO2p+VUJpPwnVJdXh8sqjHPZ8h6lVi02G8vqmXwTCPRdUKV1DaoACp3G92brSHv7ALq0dp8xDit0Qixe17UITmyJ0ww/cPtNwH0/FydQAX5UAT/qAnMqYEIR3BgJwnkfVLWJ8V3W+mAXEn6hgt/O+ZKTBKyrVZ4JaVAWjIZ95n2OLxqtoBLnHa6ONr/4JXufdEpestNQFN0O+QlHdN0PS0iofRK1Pgxl0Klr3nxPhWNpVk2bIGmLVpa0hoTySDQo5DdHHAPamb97duyAX+2p6rgAOnd2t97JvWrP480u+lMT46ttf3QL7bcHhvGPZ+tWYS1s5+Ev2TnEBzsTa+p5SgfNds6fhcA/P4fftIyEThm81hpGfQ2HtY7WtYRzW8KE2Lwtg4UtoXMFNCuCddH6jPla4b4P+iD3mBPid2lriCscZ7eJv1cXht817DLCTylFYdeufL10MaGrrFu1TQQ0tGnbFr9sLbZ8A001eKqmMyPcrTl643p0PtNGtEtu1wq7aDHJUOWd4wm1Apqii0tq0mUpEGtgjz0IVq3CxyfUIZXrN3HX3x7hz1ddjVlUjCeCdOpIyaKSGnT7DStaUVJSxpOPJxk7oXXe65FPGwyCgJEjRzJixIhMUPPIkSO5+eabaxRM2p4YPXo0AwcOpEmTJqgofXBLWBO6Grdd29ZvPhMcccC2eFV3JOpr9i5LQ9nhTpEe9GM3F9cZeDNrvu74r92yLkp3a/aBmwME13bQ51X//7Oiah7vth9XaX4x9i+M+u0CFFZpjucSCdAuVULvNYAiOPE7mmb3Hfz5dww8nHkTGkHCkKsGXY6HgAlBLDYI8VEuX1dCJk6bQu9LL6MyMBDazOIpjbLCxooU1936F4bfM44gCBFjERNgQ4MWR/QpnscN4+4GxMUPKnH5uNGYLMK6ik2cfd1VLPh6CcR0WFqjIqM47QvHnnE6F9z4Z/542SC0tVVvLKVJ4AT7uHHjmD59Op7n0V6nCQPh8Ufz6a65iL24GzduJJFIMHLkSIwxjuNQqQzxaSyQtpfgC8OQIAgYNmwYQ4YMoWnTpnieVyfBtzbctuLe+yRh+dZzO+xQ1MfsvbkU3j4gN9slW9Csi+bh3mztlsz6HlWaIDhhFZuogwrd9nU9qr5na3CDfhz1W1jVV9xmXTUhdyLfXcEHu5Dwy8b48eMZM2ZMjjYTQ0WEojeNHsXku+7B9/LPPBUAB3XuQphOo43NkKDGCMMQEwQuUwry1DkDK5ay8rVMufteZr7/PliLzRqLh2LWfz7m3anPMPnue1DJ/FTExhiuueYa9t9/f5RS7OEZrry0CVcM3rTFa1FZWcn69espLXWllpVSrF27ltmzZ+fkBO8I3HrrrQwfPhyoH6v08nwXsx5o4W99SMmORn3Gdc9y+MkPAc1bje+N2Vv3+ajmwM288ly+bWtw74MWFCYXsN+v8rUpA5pG3y8E4OkX87XZK/o+gikv5B+J9jzat25N0eLFnHfmWYBjaTHGMdn96+03+fXxJ1CRUKTL1lLQIImXZ07I87wMMau1lsOTKcaXNua3vVI1G1fDtGnTOP/882nRogXGGCZPnsw555zD7rtXEcFVF4CxSQw1hVZMl59vn7j9pk2b+PLLL3MEX/wSCoKAZDKZOUZcFD7b5J5RLnRNmEx94fqa4l0awIJK6N6YnHMwxqC1zvRljKnB+Ri3ifeJ1+c7fvZ1iv/Pbi8iGWdPvG5BparTObX4AIa3rXXzD6gDvheaX1y/YUvLV4ub89o7a/nnW2Wcec5oXntnLa9PX8dr76zl1bfXMH9JC+Z9HPLV22tZvaYtA/uNYc47a1mQtcwvbcn86eXMnVHOYYeeR8cOpzL/nbV89fZa5r+zhnnvrGHBkpbMe3cl86eX077jqXwxfS1z31pT1cf0cuaXtkCsZXFRCS+88QYPP/sMEhGDGq25YcRITvjZz0Hg3gn38dC0p1FBfrXAWsu4ceN48cUXHW3VChgzcWOt1ysWKHfeeSd9+vTJ9DFmzBh+97vfbfZaW2sZO3Ys6XQaEeHjjz/O6TP2GGdjzJgxmXCZiooKKisrOeKII3JKa8YV5R599FGstTn9aK0z64wxzK1QzJ49O0eg1gdtC2BplnkZx0bGQig+p3jM2ceIx3zPPffUGGf1/m6++WaMMTz88MOZ/eN9pk6dmhHqsZCbNWsWX6dhyJAhmx3/Z5tc7MDgfHGJP6DuyL5p/1vLYYcdJjsDxhhZuHChLFiwQIqKimTRokWyYMECKSkpkaKiIrHWSvjNN2JKSsQULxRbUiJ2YZHIwoWZxYqILXbrKxcukGBRicjCYrFFRWIXFkm4sEjEiqRL5oldWCymuFjSxUVii6r6scUlYsWKKS6S1MIikaIiMcULxRQvlE1zvpT0vK/ErF0npmih2KJFIksWiylxfWX6KCoSIyIlC4tk/vz5snjxYlm4cKEUFRVJlzar5YE5K6SoqCjvdbDWyvXXXy/W2sxyww03SEVFhRhjtngd27dvLxdffLEYY2Tu3LkiIjJp0iSZNGmSGGNk0qRJOe1LS0vlySeflLFjx8qhhx4qy5Yty4zDWiurVq0SY4yEYSj77ruvWGtl4sSJmf7itrNnz5Ynn3xSus8Wuf/++8UYI13arJZp06bV6z6Ytkqk34Lc69GlzWq56KKLRETkyy+/zJzHpEmTxFqb+YyX0tJSeeutt8QYI9baGte3rKxMrLVijJGuXbuKtVaeeOIJefLJJ0VE5MQTT8z0G/d9//33S9P3XR/PPPNMreNv+r6IrXXrD8gG8JHUIne+N2bvlhCbHBK9baHKhInf1JnaFjjWEedFzTU9lAChAU9RgCJOBFVRmUJPa0S5YGQQlOBYf7O6UUpFxNLiaPJ9H20tX69aRUM/QYum0c+icF6aIKyhoisEEYNSGs9TmdSzF59tQLcDQorCJCcUVOUIx+eptWb06NGMGDEik7s7atQobrvttjpdRxGhWbNm3HDDDWiteeWVV9hvv/3o1asX++yzD7NmzWL06NE5mg7ApZdeyt13313D9Mu57lmm7WmnnUYikUBrTRiG+L7PM888w5AhQ7h0bq4JWZ26f0toU03zi8c6dOhQRITXX3+dLl26cOqpp9K6dWs+++wzRo0alWkfa2/HHHMMjz32GAMGDMhc22zEc6axdnfaaaflmOrWWnr37k0qlaph4tZm8gpw5m51iz38AZvH98LsrQuUcgIiFoDZS2zeGGPwtIcNBU/5ed8WIJiEV4sW69LjlHUPiLE1jyUiGMQRZIrCIBgTMu5vj9K61e40a9QY0UksglUaApu3jwCFVhpTbf0D9xYy9r71fBQWZh6wWKhs3LiR2bNnc91115FIJAiCgE8++WSLZlY2giBgwYIFrF+/nnQ6zahRoxARDj30UPbaay+UUhnHi1IKz/OYOnUqe+21F/379+df//oXmzZVOWJEhObNm3PhhRdy++23s3jxYiorK9lnn31o06YNJSUlHHjggaTTae6//35atnQuyltuuSUjtHr16lWve+GAwqrKZlBlpm7YsIEwDLn99tsREbp3785ee+1FEAR069YtY+rHgql///7079+fbt26ccwxx2CMyfwOzZs3Z8CAAYwcOZKSkhLCMGTvvfemTZs2FBcXM3PmTIwxdOrUiRYtWpBKpRgxYgQAhx9+eK3TD80/gEe/69HD/yuoTSXcmcvOMHtjEyT+zLddRMREZk3aGjHWSmiNszGixTVz6wLrVoTWirGRKWKshEbESCBh1F8QBGKy+nFjsCLWiFgrw265RdKpVDQGK0Zc36FYkTAej80ZhxErm9zIc8yuh/9aIdZaafuR5JhpL7zwgmzYsCHzfyqVkrVr19Z6PWqDMUaCIMj5PxtBEOQc96WXXqrTMeI2cd/VTcnsdU3frzpulzar87bdEmLzMkZ2P2EY5vSZbXrX5f/s/bLvu3i7je6J7PbWWgnD0Jm0tZzPo9+I7D+r3qe6S4MfzF4HEWHRokU5b+8Yxhi6du2KrP4W1m4AG6D8BCAYyQo/6dQZFi0mNAFW+4Ri8cRpaYLgofE6dIAlizBGg1JoC9YTJCK39BINkHZtCBcu4vrRt3PnjcOwpYtdApxSLpZvjz3hm2/BSxCKQWntmIKNM28VUNCpM4uKF2GV0zRPOr4lr08vp7jYsM50ZtGiRbRr145Ro0Zx3XXXZc5hzJgxXHPNNTRu3Dijoe247I2jGcyazbZYUNoyx0R0l6GmYZe9LtvE3F7hOLWZ0dXHtKX/a9sv+zix+Zu9Ltvrmw+DF/1AWbU9scsIv5zylJ5HRUUFSikKCgpyvHpKNFo0e3Y/lMWzP6eh8uO6i4Cr5qVCwfeSPPbsMyxZsoRhg67E0wKeh+H/t3fecVJVZ+P/Pufe2V3q0gQVEFjQxF5AlKDGFhPfWKLRaIyRWGJ7NQmIJirWn6aIwYaxG43GihpbEuNrixojxYaIhSpFpS+wzM7Mvef5/XHunZ3dnV0W2GUX9375DDtz75l7n7kz88xzztMM1hg8tXjWY22QpXOqBAkUiTqCVWcylIaWu//6IOeeehqSyeEVxAnmUASD5/mEClXZHJ5Al46doLAmngg5T/CscsvND6H6v0BtxbDTTjsxY8YMfN9N46dPn86YMWOw1pJK1Y4b3JTeHjFBEBAEASVRoYj1BS23fMrc14MVAbyWVGhuVtrNmh/UKMDx48djjKG0tLTWup+qRj1YlaUfTKdjqLUUH+Cak3uGrMBPjz4Wr6yMUBSMq96MBqQUwpygvqHEN2y79z7gGXLOI0I2CJk+8yPO+slJ9O23LUFJ7d+glPHwcF3AfBG6lpVw8R9+R4ZCJaxYhFS0+P73p87j/kc/qRU+8re//Y2PP/44v+b36KOPsssuu+B5Xj3F11QU5bb/fIJaJSDHW69MR21I9ZeTwFp+c8FZlJaWIUZQNVi1qM2hVrGqBJGjJwy1pkGUDXnxmamsyWWxK1+hmoDX/3YdodaPZp66Fr7VSGnCk47b8K50VZFFnlNLmIOFS5bz9KcLySpYq1R++Jhbm1VXQVtVyZJDLeSiNVw3O3DvmVpLEAS88PS7rMpmyK58nZCA15+5vlE5vspBzwbMkUHvwB5JQHOz0q6UXyElJSV5L5wWTGtVFTXGVeoTZ8UVw4ry3BuvcNG552I8j1ydmYovTuF4xiOnORRIKVRlMhg/xc477QTG4FvboLcyroZ8w5/v46bL/1+DDXCMMVQMrllsBzctPvKoo9xxrOXll1/mhBNO2PQposKS5SEZLA/eeBfzP3ibUIQVrz3Cffc/wFVnfg9LDlW4+Te/dQ0s1MOa0Hm+LTx89RVgbL63RbXxWPLeK3Q0KareegQvqoCiRT6eb6yBkY0ovylvb3jqhh/9qHgq/OXWO9h2qx6sU/DIImJJievcZlFu/s21BKKkrEdI1NAI95qC6AXlTIgvPkvfe4Fy47PuzQcBr7bVXoSP07BjkYzEs+fAVUlAc7PTLpXf6NGj2WOPPYruU3El54fsvhd999qTsAFl4eUsPxs9hq133x2xtl71FvE9UKXXXnuy9K13EJSqXI6Hn3mGzqUenjGEQciC+YvosetORc9hrMuNu2biTfQauht+A9+dN1/32Xmv8fTr1w9jDNdddx27pzJ8HJQShiHjxo3j4IMPbpZ0NRGlU5Cl1EBpdjBlnXfDWOXXkxbzs1EnYy0Y9TEIZ1x8rrsqnuWfx3dD1d0/6lfnOwspahbuWcXrOoJAQjrt/X1AsJ7rqleX/6yB/brW25xn1918/vP6huW/lcbNk4yF7GBEwfMUkRSusJiHUUiJ4dTfnO/yqTVk8LCDMQqC5ZhfXICKJdSQ3Xp0IOtV43U4gIyndNvnaLJY/PUEqMxMu8IBdXl4GfwqCWhudqTQ6mkthg0bplOn1q+P19xYa5k3b17RfapKRUUFumwZZs0arFCvWgqAVlTA3HlIkYY7imIBb9Bgwvmf4IUlZDQgtJZ3PnifEXsOI2ctpb4PgwbAnLkNfh20V0906WCObB8AACAASURBVHKMCPVLv0QW6uDBfD5nNt/5dnf++epK0ul0voHRY1WdmB343LF791qxjQ3R9OooFqsh2BTGhFixnPDjk3j8gYfAeHTu3JU165YjthQ1bqq7ao1S0sWji1jSavAlxFPh7vfWMv6ogI/m9cD3coTWx1e45t+VdJ90OOfc8mZBTCb84py1PHhG51qL/nXlfuX/ctx3bzX3P9R42f59psPbUeJ/GMI3B67gk8+7Y60QGkspUC0Gk7N0K+9C5drVpBByxpCyyrLKHLr0BXoNPgIxQjZS5PdNWccZe3Um9CAMs3hSghjDb/9dSa9HDuPcP01uUKaffAY/6glHF7wNb65x0/wkrm/jEJFpqlq0i3G7cXi0Fr7vc+udd/KTH52AMYL1TDFdttFc99tOHHVMlmnTptGpUyd22GEHfN+n4+x3+W+vffOWXjEP98bw+BOf89brKwklwBPl9df/zn77/4ZfXfghBuH0s15DcinUuC54BqW8MwSaI6seHcRVNFZjOX2PLoxnJSIhhAbPQtpkueDArqQOeBNFmTsn5LBvVwLwhwmdeHA98g0d7vOLc9Y/9S2cXuaMW/Oz4gKnfQWsUOIFBClYvW4VEhoCFN8qFqVXV8GWf991UpYwqgjkcfrQLgiKsQbjpSA0hDbkkgO64O3/VqMyzUzDjh1rb/ufmYmHt6VYr/ITkTLg37hCJj4wSVWvEJFBwCO4wjjvAD9V1ayIlAJ/AYYCy4ETVHVeC8m/wXTt2rXBMApVhbIycsbDM1rP1wG47mtduhYtVS5Ro22rSlDSFZtK8eZ77zJm9AUExoXClAE2apROt24Us7xDAVNShikvJ8QgReoK2ig4+sUXSjjrl/dy8ME/c9ut5ZFHHuGkk05i3Jzy/GtrLt54dRkXXLwL//33FLbq1Ytzz74cVcGk3DmGDHmMCTcMrVWF2ZfaHzTX3tfLmzN+7On2oAOl+fvb919B336mlmV3asOGEwBduwrV1ev/dTmgYOpcGtVcnD9H8EQi54UQS92jh1LeDbxolchNx03BmpGT3xmpUrDFBw88CjJ2GmF2NexQUKF67w9g7l7rfSkJG0lTLL8McLCqrhWRFPCGiPwDGAPcoKqPiMjtwOnAbdHflao6REROBP4AnNBC8m8Qxph8hkAhcaqUMYZMpzJSHTuAKLbIkqgnivToSljkkxyglCmoEVJ9enH5ZVdwzTX/j9CGkeMkssJQUii58vqKOHaMWBFy3btQgk9QVNFCphp6D/h//OpX4/PHOeqoo3jyySedN3fOhl+j9RGqh80Ztt9hZ/bZtx8zZ6zGE6+BTrebRnOE3jREsbW1XEb499tPs9++h2NKNr3H8aay1kKPZG7WYqz30kZR0nEt9FR0U+Bg4KRo+/3AlTjld3R0H2ASMFFERNvA4mK85qeqeJ6H7/uEYZjPi62oqMAsX4lZu5aAmsKifkEjV62ogPmfu+lPPijXYlFKsWRCCLfehg5Ll3LNWWeic+cT5rL4HTtEHd9AxaCDBuAtXuzi/8IQ9ZyjJYzygKVXT/yly0BcX5HQc9MtL+damgWqDD2wOy+9OZqFCxdirWXs2LH86U9/YsGCBZFcFZt0vfKe4wIFPWPmeFL6IF16deKww75PSYlHuIn19ZrK018q2y8O2b7/ajp2Et7/uPtGH2vfLpBVV9U5Zm16KQcc+APuv+cGRp06uhkk3nhu/AJmFvfJJTQTTfL2iognIu8BS4AXcaX+V6lqvLiyEIhrxfYFFgBE+yuBnkWOeaaITBWRqUuXLt20V7GBvPzyy6i6Wmp1a66pupit2++9F1/FNT4qgvUN9z3zFBdf/weXeZELCNXjP5On8NmcOWiYI1QIPeGSm2+qHy8IEITM+nwe1lruf/IJtE4Jd6tKaENuvO9esOCrEOBi5W6883169jLkoqDiJ598kp122imfp6qqbOdtmlaKlV98ra6++mp2/uYF5ESQoBTEEIRRT5QWIAydA+O4o1azff8VnH1/lr3WWj6e22OTFB+4D/77dap+iXikrAt1am2uWNDaEnz9adK7rKqhqu4B9AOGAzsWGxb9LbayUU+DqOqdqjpMVYcVFs7cHLz33nt5a69uJWffeCDCuaedhqg22EEsDLKccvQPOOxb+0EQIr7HPQ89yAHD92XnXXfGemBUsEHIXx5/rHijIqMMGbAd1997F6OO/aG7cgVK0jMGjPCLU0/Di8JUXnnrLT5fvIi7HjqQN9/tyn/feosFCxZw7LHHcvjhh+fjFwHO6NB4Wtn6iOMg582bx0MPPcS4cePACClfsYEyccKDiFGQlimL7Hlw0KEpJj3Tlc8W9GDdQaXceXIJXjNNBZ+qk1zSu2d3ArGcdur5zXOCDaRj9G3sPSVxcmwONugnTlVXAa8C+wLdRCT+GPYDFkf3FwL9AaL95bjSxm2GVCpFKpXKVz4uRE00/VSwXmN9C4VzL7qQ4XvtAWUl7PuDo/j5SSdhsIhVVFykfwqhd8fORZ0OAYZQhdGnn8m6dNqlqxWsnonnoaHFBK46S2Athx10EEMGbMexh+ewQcCIb32LgQMHksvlWLVqFZlMJv+aDilpuKDp+oh/EMIwpLq6mlNOOcUpVXFl/tUIGc+QsUpODQEhAaH7mQu2jK5qk+s0tssGBlUP21Km7HrYO6osfUm/Vjl9u2O977KIbCUi3aL7HYBDgZnAK8Bx0bBRQFzM/ZnoMdH+l9vCel8hY8aMIZVK5ePfChWgK3tlCD1BRWhI8iAIuHn8eDqlSrnqmmv5zz9ecErPuKlrSlw9v1xpiunTphX3MEehIFKaolNpGRqG+ZxYcGuUvucThFnOu+ZKtCSFhJZh3+tMet1oQmMoLcih3XHHHfF9P58x0kEs92/EikIcFhM3MxoypKALjYZkcZ5NT6TezTd2vTGFbYUpDXf1bBWO6QEnf5YENG8umjKB2Aa4X1xWvgEeU9XnROQj4BERuQZ4F7gnGn8P8ICIzMJZfCe2gNwbTVzXr7CQaWE/ipTxUHFxPVKQLpYnepjyDFbh6Vdf4ooLLyLMZBAxuAxPkCAE8UkFAVK5urYFqZBFKI1S6Xwbp3oZNAiw1vmSJcojHX/PHdx6+VVoLkcuFCrXCDdddTWIIZPJ5B04QK3CrKrKsytgVBNXFWKvt4iwZMkSLr/88vrxgSpsP+BJAhfhVu8YJWJd3F4LhJAe2EhmR3PQq97KtKOsLA5vaVmGd64/FU9oOZri7f0A2LPI9jm49b+626uB45tFumYkVmKFFZ3r7jfGkLOWlBo0DEFMPYvN4qy1Z199jV13+AZHHHQwRgQDWA1QfDxwRQ4k+srUMYQCgVLUeZNtjUdVnCB4RggRPpo7lzmzPuM35/8SyQXkUHY+sDsf/GsVElWMFi0+NY+V1ouVG36dbrnlFs4666y8XIXcMnFPbpnYsBtSsUT1IZqdi4q3IN5kYsVWXt7wiJZmZhoOnAFL927xUyVEtJsootiiGTy48TK4Zque2K22wqBFCwmECNlttuaIM87ACyzGL6grB4h1bSpTgyuwmipai0DDgADBGzSoQTkyVum20zc48pCDXc/f0HLodw6lS5en8LfvT+j5oDBocMPHUFVY1ujLrUUQBIwdO5YJEyaQyWQoLa0f6ya28QwVUXHe0mbWFxltvKDBls7ktfBJPRMjoSVpN8pP1XX+WrZsWb6YZOzxja3AXr16sXbt2nxPhbVr11JWVkYqlcr3bViyZAmzZs1i//33p7q6ulZPhnjq2adPHxYtWornefnyUdXV1XlZRIQ+ffrw5ZdfEQRBreMbY/A8j0mTJnHMMcewaOFCjDHcd999/P7qBynvlmH5MteScuutt+bLL7/M97mIFXzttczGF5CCIMhP+y+88EJuuummosU286x3Oc+0iJ30xHI4qVfTxn4yv2nB0b1TsCgLfUvWP7aleWRZ05cnEpqHLWNlupnwPI+qqirWrl3LmDFjWLduHVVVVVRVVZFOp/F9n2w2mx8Tt1pcu3YtVVVV3Hvvveyyyy7sueeerF27ljAMyWQypNNp0uk0a9asYe3atagq1dXVrFu3jrFjx7J8+fL84/icqko6nSabzXLJJZeQTqfJZDLMnDmTNWvWcNJJJ1FVVcWCBQsIw5BBgwYx6scd6dCx5hgAa9asoaqqir///e/kcrm8LPHrurI/TFjc8DVRVTIZp0xvvPHGzfE2bBSj5zV9bFP9Laf2hnuWbJQ4zc5/1rS2BO2PdqX8Ygvv+uuv54orrqjVPSxfyTmynvbee29838/HAd5xxx2ccMIJtXrIPvnkk4wfP75el64YEeGyyy5j2LDaRSUKvaELFizg0ksv5YknnuCVV15hu+22yx/rzTffpE+fPlRXV/P5nAPYbY/68XTx+Q455BDmz5+fd3iAU/anbgX3NuLx9TyP119/vdax2iLVLZA/d2g5/N8GrokmfH1oN8qvUNEZY/LTusLpXWE6Vzx9zGazLFu2jDPPPDO/LfYYx89Rrd24Ou7HEJfJrxtOU1g5Or5/5ZVXctBBB5FKpUin0/z85z9n//33x/M8wlC5+/YOXHdjffNARAjDMK/APc+rJVM3HxZkaj8nDEOy2SxvvfUWa9as4dBDD83n0W5uBdiU/N2cQtcN607ZJIZ3rp/lkdB+aDfKr5Dvf//7+bWuekHOkeK49NJLOf/883n22Wfp3bt3XqnEeJ7HzJkza8XlFRJbh0EQcM011zRYSaZ379787ne/41//+ld+/Pjx47nrrrvyVtzxR69ixP7/abD0vDGGF154gZtvvrn4eeo89jyPNWvWsM8+++Sr3LSxUMxaPLwMTuvd2lK0HNkW8o4nNM4WV8z069jw5p+vujS0devW8cwzz/DjH/+YrbbaiqVLlyIiHPmdcp7516paz1FVBg8ezOzZs4sqvPh9HTx4MHd+BWf2qdl25ZVXctVVV7k+xRvY8Ls16D0Fvtq7uIJoehHW4pRPdqlkm3qcTeGOr1yoy40DW+X0X2u+dsVMN/ZD2pRKzsuWLeOpp57i0EMPJQzDfNezmEGDBjF37txGz1NRUcGsWbPqWYuFclRUVPD4448zbux3CIIAz/OYPn06J510Ut5qBFjyleHO+ze8KU8hP428iGEY8sADD3DVVVfV8k63dTItaBnt3HH9Y1qa/6tMPL2tQbuZ9tZrUlRwg5peraNHj+Y73/lOfm0wVkSF63N1txVb94tDa+qex/d93njjDXK5HHvv7SJa3333XTKZDPvss08tOa21nHx8F/psHdY7V+EaZjFZCl9zBwNnT19NZWUlP/vZz5qtqvPmYnDZ+sdsLGf1aZ7jFFbT2VD+tQqO2LQiNc1CEARtevmj2Sn2xdnct6FDh2pTGdJveZPH1sVa2+C+TCajF198sYZhuNHHsNbmb8VIp9O6bNmy/JgwDHVIv+WaTqfrPcdaqw/en9YfHF7Z6LkakyUMw/yt69tNew1tkceWNbxvUz4PqqqrAtXAbvpxVFXDMIxz/jbo1vVt3ajnNedNRLRfv36bfA3aGsBUbUDvtBvLL0aL/LJ99dVX/PWvf+Waa67Jj6nrCCl8fkP71scf//hHevTokfcUx+crKysraoldeek6nnx+49IaYst17Nix5HKurp+1Np/et6Xw7Eo4voGc2+ag3IM/frHpxym8rtlsdoNuG/Oc5r7lcrkt6nPRHLQb5WfVggpWc1TnqqkKQ0D5aNbnzJ4zi1N/dgrG1MTqGWNAQ6xCDiUkwKrzrBpjqLLVTHt3CjkNWbyiikBrQmQKP0Txh+vWW2/lkksuwVpLKpXi7rvv5rLLLmtQXhFh9EUdGvxANtSGsvCX7YMPPmDChAmUlpYyaiv4R6XZYiquxPx+Ucuf44nlm36MwvejmJVROC2ue/tu15plFKBWoY2WutVdkik8f3thy/ombAKqCpKhyy7Hcu41b/PwvnvwyLPPsGrW3xm+796staCLH6/9JMlBDu7/5bEIIYGtCSBOIey8556ksJT36IRfJ5Yu5qOPPkJVOeecc5ypHX2wTzvttEYtyG8MWMG55xdpNLEe4i/gxIkTa5WiunmQa424pfHhupY/x8fplj9H3aK5hVy8Te36hytXrmxxKyyd3gwvuo3TbpSfGAHxWfvR05z8zWc46oV/c+IRRxJk03hi6ITBbn08aABqyVlQW4ZNKafe+CQ29EmJQTXEEmC0hL9c/RAqHh2w2FLq/XqqKr179yaVSuUtgziFLM77LcaK5Q10jmuAwqm4tZZrr72W888/nw4daivPLe13fVUA27egs2NzoqqceuqpPP/88xhjGDVqFCLCP2d/ye/PPBkR4dRTT+WSSy6p5VQ75ZRT8s8H+PnPf87pp5/Oq6++ykcffcTo0aO57rrrEBFOO+00Ro0axahRozjllFMYNWoU6XSaW265hRdffJFRo0Zx2mmnISIccsghjB07tt1Ze7VoSdO6qbfN4fDIBoFmreptt96nl/72Wn3gzjs1DEN95dkJGmqg2dCqrv1Us0Go546+RwPNaRhaDazV9//9nAZhqK9/GWp1aFWt1Zv+dIvefOutmgnSam2gOa3t8Pj1r3+t2WxWwzBUa61++umnmslkNJPJrPf1DOm3XDfEJxE7N9LptKbTaa2uri467hdzVf+26ev6m43hH6h+kW18THM4Kvb5QHXAQcUdS00ldiIB+fe58JZOpzWXy2kmk9G5c+dqEAR611136a7Pfqq5XE7XrFmjd9xxh65bt06XLVum6XRaL7roIs3lcppOpzWbzWomk9GPP/5Yt956az3rrLP0sMMO03nz5ml1dbU+8sgj+XNks1kdO3asfvDBBzpw4EB98sknNZvN6syZMzWXy+lDDz2k48aN0+rqas1kMlpdXa25XK7dOTxaXfHpZlJ+uUxOMzbUP9xwvVZXVeualSu0Wq0GuawGoaoNraoNNdBAbS5QtVYzGqpa1VBDrdac5oJQg9BqWgO1gdXqbKChDdQGGc3ami/AtGnT1FqrQRCotVbff/99nT17tgZBoNls7W9zsddz2IGrNui1BUGgX375pT744IN5RViMqlB14LQNOnSrUuihbojmUH4TFqv2ubr4D0ZTWZ/yq66u1iAI9M9//rMGQaAjR47UXC6nXd/WvDLMZrM6cuRIPeigg3TkyJG6Zs0a3W+//TSbzeZ/1A455BDdb7/9dNy4cfrGG2/o0UcfrUEQ6BNPPKFVVVU6YsQIHTFihB5wwAH68ccf64EHHqi//vWv9cEHH9QDDjhAly5dqvvvv79WV1frcccdlz9ue1R+W2SGx8YEOQcKj/qCZ328FGgQECqYqIF4CUq1p6iCCV2j7UAEBbyCa7TzddfxzkW/xhfX1jIMQoyARUghiFoOr1pNdTpLJpPhvvvuy8fWxddaROjbty8LFy7koBEdee3tavdmiPCfN4She1t69epKZWVlPo84fn6c4qaq9O3bl6VLl2Kt5bPPPqOioiK/L45R7N+/f63rEGc0bAl88z34eD3tG5sjM2N1CNtNhlUjNv4Y8fsnIvkqOevD8zx6TPP4d+n77LLLLkydOpXdd9+9weD4lsQYw6BBg1iw4OvVNu5rl+GxMQgWD9h33jw0zHD22Wdxx513YlUxAur7vLfdILJq2XfeAkJ1DYJEBClYm1v3+OP0GDCAnV76PzCudp3VmqDh+TffTGnHLnyxeBa33norM2bM4OSTT86HmcSoaj4E5YwzzuDWW29FVbn4gm68+PpqVDVfV9D3fV566SX233///Jci/nvFFVdwzjnnMGXKFAYMGFCrqksxh8plW0hznEDh/d03z7m6eqCtkOwyO23p4Rl22GEHgiBgzz1dNdO2YJC0B9qN8vPEYKwhNAETfj+eO/50G6KujHxgLYHxyERJVGIDvjVsOG9Pm4JaixY0LffVIwCMGCY98STz5sxl9JjRqLgynikN8Ag5++yzufvuu/Mf6ilTpuSPUTfc5JZbbuGJJ57g89knc/gRmVpKyxhDNpvlwAMPzC+Ex8+fP38+Y8eOxfd9jjnmGD7//HO23XbbvCIuFtZywbbOkdCtjb/zVy6Aa7bbfOeTZmw4949//KNJ4x7qugsHasCLL35Sq39Ka8RitrcYP2hHys+FsisgzmKLu7f5PjYIKFHB05AACA3ksAQFzYBirHG/ytW5HIgQqEWjD2zoQZXfgaf+9hx33303QNGqL/EUKf6Fj6ey/3iuhBdeW1VrXN3xpaWlZLNZJk6cyPXXX8/8+fMJggDf9/OKsbEQGgF2ex8+H7qxV3LzcMuXTVd+zVHsostBpTCi00Y/Py4ntiEB8KdMEVbtrcAOG33e5uTII4/Mf9baA+1G+RVy4okn5svH151ixI/+eMMNnHTSSTz66KNFP9Ce5/Huu+/Sq1ev/IelFEPlgs/54Q9+x/x5bu0kDEPuvPPORstGZTIZ9t//ELbrt67WuNgSOOGEE/je977H2WefTTab5ZprrmHcuHH5YFVjDE888QRPP/00DzzwwHq/gJVtvK3uigC+0cQQx+aqxGKBL7KwzUaWtI9/dLZkxVE4q2gPtEvl17evawNWWJA0/sjGHdT2HzmSA/bbr0FFIiJcddVV+WyQcePGceGFF7L11tsS4uUrtagqe+65Z6PrOJ7ncfJxA3jhtVUUDounQJMmTQLch3PBggV5xRcXTAU45phjOOaYY/KFTRs731+GwDlz4LaKpl2vzc2gd2DVZnbKGOC02fCPHWtvL58O1IkHrhwOBy+Cl/vimrP2gG4fCpW7CqyA8kU1z7m2A5y3q7t/3gqYWKCrd+3YtqabW0qVn+ai/aj5FmTBggX89re/pUuXLq5vr92wBesPP/Dp0rXx56xZs4bf//73DBgwYJO/MEf3gIc2oKvb5sbQOsU9i/bRKJII8cIsmNbITLtyV6cg3xleo/gAHqjznEu3EOfT15X2Y/lZJSdK+r3363W4Eev+qxLooB6ZGTMwYsgWUWIW0FyGzIyPCCXkT3fdx7k/P53Vq1YRGkPw1VekDPjGuOblRSww65laoS8XnN+Zf726EtRNu01suYmgYciZZ5/NnXfeydgLL3T9hHH9g1UVg3F5yxvI5RvwxZsNDE4DHaB8FlQOcZbPtEXuCz44sn7Kp8M7u9Y8fgH4bsFxyic7xUAjU9qMwuKigQktjwGqQuhUaAD1wFl3EUOB7w6BobMi66/gtRQ+rhtSNHF69NojrlwAV9aOQkrYzLSbOL9Qlcqpk8mJ4tfR+WItOTEYsSiCovhqsEXMj1S/fqxaNI8y6/Pba//AZZdeiJEob1OFjAnputdwSrCUFGl6Dq6xNzjl+M3+Kzji6BJumNg5v9/iijBgLU88+wzHHf2DfEhNPukdp4iNtchGrtPMWNf0Yp4T03BewRc9ng4+1he+24G88ostpcrh7gtfaPlMTMN50KjyO/kzeHD7DXoZzcYVUYjbVXWU0uxFcEMH+OaimtcTT3vj1zh7EQyOpsHls+CnQ+CBWdF1qHPtAHpMgRVJg/IWp7E4v/aj/ALlyRLDnnPnUndlwyqIp0zdbjAqcNzs2Vjf4Be5NtMnPcGCWyay58MP02ebPk7x2RBBwPOYOeEGvnHDHwnnzMZXA1L/GGJ8goED8OfMZodv9+CT1+rOoSzSsw8vPvcsh31r30ghOysyPpoAUjGYL2fPp4riHgwRyQc+F6OpAc/nrYCJAD0K1rqi578zHPaaXDN2aAeYVjBVrBxOfl2sKcqvtYOwN9f5W/t1thcaU37tZs3P+IJVQYzBBiFnnHY6nhgXwxeGYD1n84nBiCGzLs3TL76EBiEaWiRUNLBULl/OX8Swde+t+GDGR3wyZy4aglpFcjksFsHgeQrGY9yNN2HUgAom+odG6w3iLv8Pzz8fFQ9RwYiH4nHxVVdx6IiRqKY46pxzOernZ1KVCwuOIViEanEOjptuuokpU6bUWrRe3w9b/1JYnG38us3GLdLPjhXaCjedPXgRDO0LgwF6OEuncjjctaubFtPBTfNemOX2N4XR8+DWQU0buyXzz1UwYuPKNCY0I+1G+RUyYcIE/vznP1NdXV2v1JC1Lm6vYuR+jNh3H0LFmYae4dP58+jZvQeniyLiMXXGTO6f9BjGCOLVvpQmtDV9fEt8jNS/1GE0JX7y1tu5e9LjYGD56tUY43HNFVegahHgmdtuZ0j//nTsUNxkMsbwi1/8gr59+25QuMWHu8OO7zU+ZnD0d69FzlqZlobPptdYfxOnO2U3MbLsYn4arRF+d4gbA9HUrxGr774lcHIr97K4fkDLn+OET+HvO65/XELL0n4cHgWoaq1QlNqNxiNvo0Cfjl2plpAUwn2TJnHkIQfxBVBtlZwNKDWCCogYtE7BKPU9CC1Y67JEBEwdQ8yEQXROJYXw0SefkfJ9enbujCcAgjWGTInHJef/kpyB0iKvJ47PqltQsyl8q4kWSLEp2st9gb41j/PrWj1gYsH4wnW/hlDgmW82TZaW5Od94KVKOKS8Zc/TLq2ONka7fA9Gjx7NQw891IiFJMx8+VXOuuxiUhYm3HM3p/zgWLqXd493Y6wlG1r2HzocBLRu/9/o8bsfzSCnioZF1v4ia/DOhx/mZz88ng6dOjNoyBCneXHVp00Qct+99/HEiy9ALigqrapy88038/DDDzdaNLMYz34T3tsMjbsnr218/4mfwv5dW16OpnDe3JY79v1L4ajW6ZCZUId2afmJCD/+8Y/xfZ9sNusswGifomgQUN6hlNvGj+fq68dzyXnnIxJ5YCN8P8WoH/8ILxcSaoiEFkxBGhxgVHnu7nsI1WJEqftbE+uolStWYI0yYNttCg/hpsq+zzmjRrkiC5GEdbHWMmbMGIIgyAduNxVf4NszWn7xfXhnOHM2HNC1/tR2RQBT1qMcNyfrWwfdFH4xN3F0tBWabPmJiCci74rIYFDymQAAHCVJREFUc9HjQSLytoh8JiKPikhJtL00ejwr2j+wZUTfMKpx00uTc+0j4zxM3/dRlJRABihVgdIyrCj3PvIYl//qIkoEBEHEOW+NcXdSYYgx4AHGN1gPjPGQAFIYBMUopFTyVh5AoK5Ss4m039jTz8C3iifilKhYJA6TsRZyOYyrP5Y/hqCgbpzneXmlVzj1bera30Xbwh82Q6+MOwfDHxbX3777+/DuZqrg0hRO6uUaiVe809qSJLQkG2L5/RKYCcSTkz8AN6jqIyJyO3A6cFv0d6WqDhGRE6NxJzSjzBtFCW4a+t7RR1JSJyhYJVJSCNUGbv/e9/Dmz6fvwP68dO+foSCUZNtRPyW7YDEvHnlUvXNYgfSS5ez0x/HOcWJ9jNQPQE6VlIIof33+OeAUssZQVqDYwhA8q6gIJmdRr761FyL4IoQFwdK1XtMGTH0v7QeD34Ff913/2E1l+u7OcXJpP6d0AcZu67qotQUWZ132y0PLmt9CS1vnZEpoGzRJ+YlIP+D7wLXAGHEmxcHASdGQ+4Erccrv6Og+wCRgooiItnJAoVFhj1tvQwzkM3kjZ0eoSolATkOseHyx8Eu267c1qGLF1ArVKx8xHL+8C17oYUUxKvmJqFEIjcVaDyoGg3pxkSwsikFc1gfKFVdfzWWXXc6V16/EVFQgpubb76EEgF/ehegJTlxc2SwAI0oaoaJiEKq1rbyNudQz9oC5GRhUzKPSzCzbG3pNgQu3ddPAW9pIeMuAd6AycEpv2AfNf/wTPm0bTp0ER1MtvxuBi4DYN9gTWKWq8QLTQmr8fn2BBQCqGohIZTS+VbNJFWHy/57DyPmfo0HgylrFKWQ2h+eXMG7AAI5COHbOHHwNEfEJRfELdMkHkyax6NZbOfy11wjCEM9IXjnmPGHmjTdgTYA/ZzZqSsna0K33WafHcqHF79CJKy+7jHD+HKA7pQsXEgbRQpMIxlpSvfugS5ehatx6Y+SCjouVCkJpRQXz5szDSk3f2Li6SOzFHjx4ME2hzMAe78Pyvd06YEuSEqdgyidD342sotKclEdB2oWW3tTd4LHl8KNm6hmswGurm+dYCc3Detf8ROQIYImqTivcXGSoNmFf4XHPFJGpIjJ16dKlTRJ2UxCgoxhQV6r+iy+/Il2dIQwtJVb4avFijiIV1/an3z7fIgwD/MBCwS1vn1Vn6b/vPrX2aZjDaIgFrDGEFsZNmIBNlcQrgLw5bSrWBgRaoFSDEE88d8MQIAQYF5Rthf4jRpAWQQLNjzNiMCLkXEwMd9xxB8cee2xeAW5M8YNP9nQVVTYni7KuanNr8Mt5TvHt1an4FPfM2c13rvPnwnWbIYYwoek0xeExEjhKROYBj+CmuzcC3UQkthz7AfFS9kKgP0C0v5xaqeEOVb1TVYep6rCtttoMka0COatYgQl/vJ6tunejrCRFacrn2eefp/e2/TCawzrXBovf/q9LbxPcVYpuCuQEsp7li7emOE0f7SuxAmrw8bEa4mPxrEXXrOOpF1/AF8OBI79FiVV8z+R/EYKSVC1RU8bDw7opulEWTJ5CmQqkamdvWIRUZOWdc8453HbbbQC1StlvCFun4J87wsoNcxhvFH9c7BTOR3tAzynwo09b/pxZhVBh5/ec0nt8OawcDq/sXHz8fl3hr800X3lgKZzVp3mOldA8rFf5qerFqtpPVQcCJwIvq+pPgFeA46Jho4Cno/vPRI+J9r/c2ut9xYh76V533XUcccQRrg8H4KP4YgitghhsA0UDfN8jMKCmuIUl4gKgje9z++OPcujIA7BG8Qv8H/FzvYYKE6iC74NJ5atGF8MYkw/Y3tSCmjt3hIEtbP1VW7h6obsfT3tfWOWswGdXtsw5z5wN1y50BQUWZp2DZfHQxr8Az34Tzp2z6ee2wFPf2PTjJDQvmxLn92vgERG5BngXuCfafg/wgIjMwll8J26aiM2EOu8pqlxwwQVUV1dTVlbG6NGjneKL9LNFULUYNL/+VgwTCqaBggIAofUR4/E/Bx7EyN12wxrBWFdMP87pjR3B0mC3L0FsADYXKeaGXpqr6LzNNtu4Z62nmOn6WDW8ZRPv+0+rfezK4XDoR7DTezWPm5tHl7u/J/R0ITdNQYAHhmz6ubsnRQzaJBuU4aGqr6rqEdH9Oao6XFWHqOrxqpqJtldHj4dE+5vht7MZiNbCVJWqqiqmT5+eLwLQEoapX17ONTfewMhhe0LKz2dtbAkIbir43xYIPD7xU1hSp5TTtCr4cF3znyumMF5v+gae56ge8OPPNv7c71fB9mUb//yElqP9pLepYtXy/PPP07FjR4YOHZovUd/cpcRXr1mDrKrk0tGj0UAhdCuJWxJ7dXKFBr49o/mO2W2ya51Z90oM7QRfDnPW0cIWaKw0Zy937Mrh8FYT8ozrsjJwaWkbwwEznOc4oe3RbtLbghCwlvL//RXTpM6KvsbFQT2MhDxWURFVVK5vEe5+3XjWzvucx4bUnzvlBMpU6HrBRXTu3hms7yo215zG/Y0yRujq4sVtl9pJraGASZViunQlJAp1qYNGEnfsWl60WjRsulK/vQJ+8EmR6sYbQY8pMOkb6y+e2qWNBDsX8s8d3TLAqA30y81Mu/jJhLZJu1F+KT/kRLWoqy1fb79qgFFD4IFVjxINUFL1xmXJssPYX4Gtf+nUZhHjESr4JofN55XUGYeSQsn17AGswvbqUbAPUri1x2yZTykeQZF8XoBMENKzew+XbtdC/O0b7ov/+i6wWxOrPtflwvnw8PZwaAtXSmlJnv6my0HusQHfmH2nJ2t9bZl2o/xUfVQt8+bNQ63FK8jvjfNiKwYNQpcup2TdOggsudJSUkEWKXB6lFRUwJy5hAaMdVkbGNdrQ8R59vxBFdgFC8D6SA40yOJ1KkMC5yBRMeigAZg5c4Hu+IsWQTZXS17p1ZPU0uUgBh8hNIoVJRXW9PLtMHgwn8+ZDVF2SNw7NpfL5a2+pgY5N0blcHix0uXgvr8B6VlpC1tPdV7VTbUcW5sDuzov+A0D4ZgmVGVJKjW3fdrNml/hDPCNN990TcbDsHav0si7G4aWbb41DJvLULQRmwgmG3DlzTdx5U03YtXWCUMRJFQQDzFK/4P3q1URJsZEQuWC4h5lq5bQhlw78RZX/bnIMcApvalTpzJx4kTCMGwRB853yuGivu5LffmC9Y/f/0On+CqHb/mKL2beXvCzWfCvVY2PO/rjtt8UPqEdKb9CJk+enA8Erlv/TowBgS/emsJFV18dZePWxxphSMUQMho4K6vO+pr1DdaGTJ0xg8//MxmKhMXk4/xK6k+vIYr/8wwXn3++q/jSyOx22LBhHH/88ZSUlLRY/9Wf9HLK7Or+MPJDpwi7T4ahH7gwlfLJ7nbuHDdN/jpaPpXDoaNxFbDrfjIWZd3rf2SHtlOoIaFhtsgGRl83Pn55BV6dMvjaqyeychVBNosXKrYshafkiwCqKhpNezWKG5w3bx7bbbddrerUzTHtbYxQYU4GOhjo1wbydDcXL6xyWSmdPdihDN6pcjnLy5KObG2KxhoYbXFrfhvTuS3GWrfm5/s+xhiqq6tJpVL5NbKKigp0+XLMmrWuI1uXTmTXraOkMCujogLmziNrA8JcSMeSUqxYjPHQMMAC3qDBVM2ZSSfpgM1mydgAr6yEksjQVjEwaADMmeeqQHslUKQIqbUW30thfbAGvAamxwBBEDBgwID8OqZtIDi7ufGkfcaxfbfb19OybU9sccpvUxERgiDIFwAIw7CmF64qVtVleBiwVevwEQrrMqiCqKXEGLREiNqYuyJ8UcFTK1AmBotFS306qOeyOmIrWyGHuPxdddkihdgotEVUsSIYFKnTRLimqrPkHR1Qk9e7qVkeCQlfd9rNmp8WTBcL/xbud+t/Fs8V/cMg7gLFa3oiUb8ORRBXZl5cS0pEUA1Rdc8x6sZ4SD6dLT5GYKAExUh0jCiVLl7Uc42OhEAVY6NUONV6coBFVYrG89VtzLQlUR51e5tdp7p0+SyYvaJmbbF8smutGZfNOG9F7WMUjovLVtUl7iwXd56Lxx4cjX8hGvfCrE18UQltjnZj+cXl3Rtr4g1gtuqF3crkc3vrEgLeoO3Aq3/pBJevmwNSgyuwmirqpNAwIEDwBjVcxTOrUNK5A5Cq3/YNQF1HzUGDGz7GFmv5pQuU1SL4Ka4b3DsdgB5RX+AeNUoSasY/AFwbdZErnJbWUoyzomMUcOl0OLxIJesfzYKf9oAHVgBF6v4lbLm0G+UHbg1t7ty5iEi96ieq6pwDy5ehVdWoKBkNKVFTS/d4AweSmTsfX6JqKkqNkrQ5siaFN2gg6+bPoywwBL6HpxYb1lRvMQh24ABk9mzC0hRUZ/A8301vFQJjMb36oMuWAqVkU5aUdbF+fi7My+tVDOKTObPx1fUlEREymYzrSxKVt29ph0dLUDncWV4vD3eWWWOtL29YAR8tgp92gIm7OmtxcF+nzGYDe0UK66eRsouV5MGLanoPA1y7qztW5XCnHO8aEjVmT7uexAyBBxLr72tFu5r2Fva0nTBhQq2in57nOaWIwSpoGFIaGtSqW6uLbiJCqRF8z8fgYY3k91k8UtZZgKVWsOLxyr/fJGPJV5RBFTFCCovxDJKzXPOnP7lip2IIxeCFgm9BQrf+lwrhv9OmQS6skQXrskHUKeHXXnsNIK/44te5JVI+GaZFfy9NA+ma6ec/6iigI9NOiU3cNSpMmq69v3K4U2yFj+lRW/HFTIy2VfZwzdrrjonzgxO+HrQb5Rc7AESECRMmcMEFFzjryavJjlBVDOCHYRRgHBRdNxPxCD23DmfCGq+qEVCxeCoYUTyUV6e+TampbT2aqFagGsP8RYsY96tf8ucnJrm0OxsixiDiCqmalCHIZBi22241wdgAKijizqnKyJEjWbBgQS3nzZa65lc5HB7rUaBs0vDdaN+T0dQX3PYhkYKamHbTYwqUX2zz5pupN4HYMjyvgTXChK8P7WraW0gqlcpPfQs9o0YEjMHYEOP5zrIr0nDcDy2hiGtVWSSsRHwPcoKNHBfOpqwTyxcGGIESDFZckyWtq7CCgBBLie8XS0kGnOJOpVIEQZBX4ls63y1ck4uU3eC+8HLB5rwV1gPOAxgOE+N9dabKEwsipArX++Ip9Xl11gknRn9f3rX+8xO+HrQby6+Q0aNHs9tuu7nObXVKvodqQS1Dhg2n/157ETZQiirneWw9dC9uuefuovs1k8V6wi133+OUZ5GwO2N8Kvr1Z9sRwzntuB9i61RwyUVOl/S6kIn33Yc2UODA8zyuv/56evToUS9jJSEhoTjt0vIzxvDOO+8U7XVh1FXem/XONDdVbaAfRioXsnTqtKL7AKxn8HLK2umxS7KIEo0sxsVvvBUpxxBqWiSRwkBg6d61jF/8dFR+fF1UldGjRwPk4xYTBZiQ0Djt0vJLSEhIaDeWX2G6VzGrKHYQKGHk+ChuZQnWWWBS3yK0gGddM3MbHaNYYQTxDCHaaA8QF2StUeXT+uMEQ46QEiukG1oMTEhIaJAtrrDBxpJXbuvxgtqo4Kl4xPkd9Y+DFJ3FioKqBSuIF2LxGs6+wIW/NCSJWud5tqEiqWIGuus/HKqSKtL9bUv29iYkNBdfq8IGm0Ic5FwMEWHgwIEQFTYQiao+16WiAp01FzH1d4aiGDyoGEgwdw5GvSLt2gHPxw4cgJkzu/5+cSt/ptdW2KXLMOKjmqt3CBHBDhrAF/Pmk2ukjP36MloSEtor7WbNL7aC4r8HH3wwqVQqvy1vKYkiogRW+HThQiw1qXH5my9YgaWrVrFy3TosUXgMgsUiKmQDQX0YfOhBzpIsfL5qlD7nUZXNYDt1rNmH4CMIijiPC/OWLGHC/fcRCLVCc0Q8LE7uG2+8kWXLltWq5dcWrPqEhLZKu1F+hUyYMIE333yTdevW1Q4cBlC32rftPsPpXN4V24AC8cTnb//3EuNv/xPGCFKnHl+Z56M5y6x/v0HFId8m59W/1AGWDh3L8IqWi3ZNjlSEbXp249Sf/IRcJlt0nDGG888/n0wmQxiGyXQ3IaEJtKtpb4yqkslk8pZfIa64sqvm3KdzuYs8KaKbskGWMt9z63ZiXMB0wf7QBHjWJwwt69JpvCJhKkachUeufi0/hzu2+j6d1FDieUXDXeKSVsYYPM/L5/UmJCQ0TLu0/C644AJuv/32ouXec2oJUZb89y1sqU8oxS+R9QwnHvtDfjfmItSGaFDbIysagih/vO02Fv37PxTzkIShZXXlGq67/fbi57AurLnM+Lz/8cdkG+nSNm3aNPr16xc9b/MUMk1I2JJpl8pPVTn77LPrFTMF52UlsAQqlHTqWKR5paNMDFJiXGiMQF3z0ISgeIw54wyqNURs/XAVX4RuXbtw0VlnFj1HoBZylmpg6B574DdgzYVhyIgRI/JNmRKrLyFh/bSbaW+hQiisehzfjx0JeAbjCepBuKrSjSs4jlUlFVmHJuMqq6AKxqAmqsosuPJTGoJn6OiVRtF+mj9XgOJjCa1Qt7mRaIhBnGwhlFgLmepashijCCFiXSWXuDp1YeWaRAkmJDRMu1F+UDMdLFbFOe57kcKgVlyJqSKxLoYoFKWYXgmF0Bh8BQ+Dta66S71hKCUIUDwNLVTjihiouDL3Rc5lVfAwhHGprDokii8hoXHalfITEcrLy4Ha1lJh/buq0hKy3bsiIqTTaUpKSmpNi3uKsLp7d1SVXC6XtxwLy2N1R1nWuXveCWGMyTdGzx8HYXl5OWEY1qrBF9OxJMW68i5ATV8OVcX3/fz9Xgjl3crzBRoKvbxJD4+EhMZpV8oPoLKyMh/TV6gggiCgZ8+eVFVVkU6n8w3Nq6qqajlGevbsyapVq2oVRYiVY1whury8nNWrV+e3x4UGYstTROjZsyerV68ml8tRWlpKEAR5uTzPI5VKsXLlSnzfJ5dzQc6FCjaWZeXKlRhj8uW54vvxsXr16tWyFzQhYQul3Tg8CtfDjDG8/fbb+ZaVscKBmkrI69at4/TTTyeVStUKUI7X0jzP4+677+b555/PnyNWboXW4JQpU1DVvGVWd02upKSEt99+O2/VeZ6XV6y+72Ot5YwzzmDChAmUlJTUkiV+LQC33347F1xwQX5bEuuXkNA47c7yAxg/fjxjxoypF+oSKyljDAcffHBecRUjDEN69+7NZ599lp92Fk6PY4U6bNgw9t57b6ZOnVrL8otvn3/+OXvvvTeTJk3ihz/8YS3FFk+J77nnnnplqurmKp9zzjl8+eWXtVpzJiQkNEyTLD8RmSci00XkPRGZGm3rISIvishn0d/u0XYRkZtFZJaIfCAie7XkC9gY4nW4WKEUKpVYkcWtLIvFAgL59TyoaXtZSGFF5YaqK8fWXmENvrqyxMduTBYRya8F1m3MlJCQUJwNsfwOUtVlBY9/A7ykqr8Xkd9Ej38NHA5sH932AW6L/rYZxowZA1C0mGm8bjZlypSi+2NUlaOOOqrB/YW5xFOnTm3Qgtx6660BOOaYYxo8D5D3Rjc0JgxDttlmm/w5E2dHQkLjbMqa39HA/dH9+4EfFGz/izr+C3QTkW024TwJCQkJzU5TlZ8C/xKRaSISpyP0UdUvAKK/vaPtfYEFBc9dGG2rhYicKSJTRWTq0qVLN076hISEhI2kqdPekaq6WER6Ay+KyMeNjC224FRvDqaqdwJ3gitm2kQ5Npp4Glg3bq/umFQqlfeqFkNE6NChQ4PTyvh5paWlja4XqiplZWVF98eFCho7T7w+WFZW1mDB1IZeZ0JCQhOVn6oujv4uEZGngOHAVyKyjap+EU1rl0TDFwL9C57eD1jcjDJvFLEXNU7+b4hu3brRrVu3RsfEa2uN0b9///WO2XbbbRvd36lTp/Ueo2/fIt23ExIS1st6TQMR6SQiXeL7wGHAh8AzwKho2Cjg6ej+M8Apkdd3X6Aynh4nJCQktBWaYvn1AZ6KplY+8JCq/lNEpgCPicjpwOfA8dH4vwP/A8wC1gGnNrvUCQkJCZvIepWfqs4Bdi+yfTlwSJHtCvxvs0iXkJCQ0EIkK+IJCQntkkT5JSQktEsS5ZeQkNAuSZRfQkJCuyRRfgkJCe2SRPklJCS0SxLll5CQ0C5JlF9CQkK7JFF+CQkJ7RJpC0UvRWQN8Elry7EeegHL1juq9Wjr8kHbl7GtywdtX8a2Jt8AVd2q2I620sPjE1Ud1tpCNIaITG3LMrZ1+aDty9jW5YO2L2Nbl6+QZNqbkJDQLkmUX0JCQrukrSi/O1tbgCbQ1mVs6/JB25exrcsHbV/Gti5fnjbh8EhISEjY3LQVyy8hISFhs9Lqyk9Evicin0RNzn/TSjLcKyJLROTDgm1tqim7iPQXkVdEZKaIzBCRX7YlOUWkTEQmi8j7kXxXRdsHicjbkXyPikhJtL00ejwr2j+wJeUrkNMTkXdF5Lk2Kt88EZkuIu+JyNRoW5t4jwtk7CYik0Tk4+jzOKKtydgk4i5grXEDPGA2UAGUAO8DO7WCHAcAewEfFmy7DvhNdP83wB+i+/8D/APXpW5f4O3NJOM2wF7R/S7Ap8BObUXO6Dydo/sp4O3ovI8BJ0bbbwfOie6fC9we3T8ReHQzXccxwEPAc9HjtibfPKBXnW1t4j0ukOd+4IzofgnQra3J2KTX0aonhxHACwWPLwYubiVZBtZRfp8A20T3t8HFIgLcAfy42LjNLO/TwHfaopxAR+AdYB9cwKtf9/0GXgBGRPf9aJy0sFz9gJeAg4Hnoi9km5EvOlcx5ddm3mOgKzC37rVoSzI29dba094mNThvJTapKXtLEk3B9sRZV21GzmhK+R6ujemLOKt+laoGRWTIyxftrwR6tqR8wI3ARYCNHvdsY/KB63H9LxGZJiJnRtvazHuMm6UtBf4cLR/cHXV1bEsyNonWVn5NanDexmhVmUWkM/AE8CtVXd3Y0CLbWlROVQ1VdQ+chTUc2LERGTarfCJyBLBEVacVbm5EhtZ6n0eq6l7A4cD/isgBjYxtDRl93BLRbaq6J1CFm+Y2RJv9jre28muTDc4jvhLXjB1pI03ZRSSFU3x/VdUn26qcqroKeBW3xtNNROI0ykIZ8vJF+8uBFS0o1kjgKBGZBzyCm/re2IbkA0BVF0d/lwBP4X5E2tJ7vBBYqKpvR48n4ZRhW5KxSbS28psCbB953EpwC8vPtLJMMW2qKbuICHAPMFNVJ7Q1OUVkKxHpFt3vABwKzAReAY5rQL5Y7uOAlzVaFGoJVPViVe2nqgNxn7OXVfUnbUU+ABHpJCJd4vvAYcCHtJH3GEBVvwQWiMg3ok2HAB+1JRmbTGsvOuK8QZ/i1ocubSUZHga+AHK4X6rTces7LwGfRX97RGMFuDWSdzowbDPJuB9uuvAB8F50+5+2IiewG/BuJN+HwOXR9gpgMq6J/eNAabS9LHo8K9pfsRnf7wOp8fa2GfkiWd6PbjPi70NbeY8L5NwDmBq9138Durc1GZtySzI8EhIS2iWtPe1NSEhIaBUS5ZeQkNAuSZRfQkJCuyRRfgkJCe2SRPklJCS0SxLll5CQ0C5JlF9CQkK7JFF+CQkJ7ZL/D2P0rcA0ux0GAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt \n",
    "img = cv2.imread('tushi.png')\n",
    "pic=cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "- 4.4 numpy中的np.vstack和np.hstack的区别？（可以代码展示）\n",
    "np.vstack 垂直堆叠图像 \n",
    "np.hstack 水平堆叠图像\n",
    "person_and_mask2 = np.hstack((person_and_mask1[0:sample_image[0],:,:], array1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 完成以下问答和编程练习"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5.1.1  请先实现这些函数 **image crop, rotation, Affine Transformand perspective transform** , 记得设置函数的参数。\n",
    "\n",
    "5.1.2  拓展题：同学可以进一步定义一个函数 **image_color_shift**，将图像的三个通道的像素值，加上一个随机值或者减去一个随机值(假设是正值)。需要注意的是图像的像素值是0-255。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import random\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt \n",
    "\n",
    "class ImageTransformer:\n",
    "\n",
    "    def image_crop(self,img,a,b): \n",
    "        new=img[0:a,0:b]\n",
    "        return new\n",
    "\n",
    "\n",
    "    def rotation(self,img_ori, aug_value, scale): # your code here 相似变换 \n",
    "        M = cv2.getRotationMatrix2D((0.5*img_ori.shape[1], 0.5*img_ori.shape[0]), aug_value, scale)\n",
    "        new_img = cv2.warpAffine(img_ori, M, (img_ori.shape[1], img_ori.shape[0]))\n",
    "        return new_img\n",
    "        \n",
    "         \n",
    "\n",
    "    def perspective_transform(self,img): # your code here投影变换\n",
    "        #选取原图中需要被转换物体的四个顶点\n",
    "        #pts1 = np.float32([[100,550],[1200,550],[500,400],[750,400]])\n",
    "        rows,cols = img.shape[:2]\n",
    "        pts1 = np.float32([[0,600],[1277,600],[500,400],[800,400]])\n",
    "\n",
    "        #设置在新图像中原图像的四个顶点的位置  # 848 * 1277\n",
    "        pts2 = np.float32([[0,img.shape[0]],[img.shape[1],img.shape[0]],[0,150],[img.shape[1],150]])\n",
    "        \n",
    "        #计算转换M矩阵\n",
    "        M = cv2.getPerspectiveTransform(pts1,pts2)\n",
    "\n",
    "        #应用M矩阵到原图像\n",
    "        dst = cv2.warpPerspective(img,M,(cols,rows))\n",
    "        return dst\n",
    "    \n",
    "    \n",
    "\n",
    "#     def image_color_shift():\n",
    "        \n",
    "# #         pass\n",
    "\n",
    "if __name__ ==\"__main__\":\n",
    "\n",
    "    transformer = ImageTransformer()\n",
    "    img = cv2.imread('a.jpg')\n",
    "    pic=cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "    \n",
    "    # image_crop\n",
    "    new_img = transformer.image_crop(pic,10,10)\n",
    "    plt.imshow(new_img)\n",
    "    plt.show()\n",
    "\n",
    "    # rotation\n",
    "    new_img = transformer.rotation(pic,10,10)\n",
    "    plt.imshow(new_img)\n",
    "    plt.show()\n",
    "\n",
    "    #perspective_transform\n",
    "    import cv2\n",
    "    import numpy as np\n",
    "    from matplotlib import pyplot as plt\n",
    "    %matplotlib inline\n",
    "    img = cv2.imread('chedaoxian2.jpg')\n",
    "    pic1=cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "    new_img = transformer.perspective_transform(pic1)\n",
    "    plt.figure(figsize=(10,10),dpi=120)#,dpi = 120\n",
    "    plt.subplot(121),plt.imshow(pic1),plt.title('Input')\n",
    "    plt.subplot(122),plt.imshow(new_img),plt.title('Output')\n",
    "    plt.show()  \n",
    "\n",
    "  \n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各位同学，你已经把课上关于图像增广实现了！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5.2  请实现一个图像的前景放在另一个图像上面。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import random\n",
    "import numpy as np\n",
    "\n",
    "# your code here\n",
    "# 注：代码在zuoye.ipynb文件中"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各位同学，你已经把图像的感兴趣区域提取了，并且实现了图像融合！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这次的作业就到这里了！祝大家学习进步！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1561828422005&di=48d19c16afb6acc9180183a6116088ac&imgtype=0&src=http%3A%2F%2Fb-ssl.duitang.com%2Fuploads%2Fitem%2F201807%2F28%2F20180728150843_BECNF.thumb.224_0.jpeg)"
   ]
  }
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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